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.claude/settings.local.json

@@ -0,0 +1,20 @@
+{
+  "permissions": {
+    "allow": [
+      "Bash(dotnet build)",
+      "Bash(\"C:\\Program Files\\Microsoft Visual Studio\\2022\\Community\\MSBuild\\Current\\Bin\\MSBuild.exe\" DwgExtractorManual.csproj -p:Configuration=Debug -p:Platform=x64)",
+      "Bash(mkdir:*)",
+      "Bash(where msbuild)",
+      "Bash(\"C:\\Program Files\\Microsoft Visual Studio\\2022\\Professional\\MSBuild\\Current\\Bin\\amd64\\MSBuild.exe\" DwgExtractorManual.csproj -p:Configuration=Debug -p:Platform=x64)",
+      "Bash(dotnet run:*)",
+      "Bash(echo $HOME)",
+      "Bash(find:*)",
+      "Bash(dotnet clean:*)",
+      "Bash(dotnet build:*)",
+      "Bash(taskkill:*)",
+      "Bash(wmic process where ProcessId=17428 delete:*)"
+    ],
+    "deny": []
+  },
+  "contextFileName": "AGENTS.md"
+}

AGENTS.md

@@ -0,0 +1,85 @@
+# CLAUDE.md
+
+This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
+
+## Project Overview
+
+This is a C# WPF application that extracts data from DWG (AutoCAD) files and processes them using AI analysis. The application has two main components:
+
+1. **C# WPF Application** (`DwgExtractorManual`) - Main GUI application for DWG processing
+2. **Python Analysis Module** (`fletimageanalysis`) - AI-powered document analysis using Gemini API
+
+## Build and Development Commands
+
+### C# Application
+```bash
+# Build the application
+dotnet build
+
+# Run the application  
+dotnet run
+
+# Clean build artifacts
+dotnet clean
+
+# Publish for deployment
+dotnet publish -c Release
+```
+
+### Python Module Setup
+```bash
+# Run the cleanup and setup script (Windows)
+cleanup_and_setup.bat
+
+# Or manually setup Python environment
+cd fletimageanalysis
+python -m venv venv
+call venv\Scripts\activate.bat
+pip install -r requirements.txt
+```
+
+### Python CLI Usage
+```bash
+# Batch process files via CLI
+cd fletimageanalysis
+python batch_cli.py --files "file1.pdf,file2.dxf" --schema "한국도로공사" --concurrent 3 --output "results.csv"
+```
+
+## Architecture
+
+### C# Component Structure
+- **MainWindow.xaml.cs** - Main WPF window and UI logic
+- **Models/DwgDataExtractor.cs** - Core DWG file processing using Teigha SDK
+- **Models/ExcelDataWriter.cs** - Excel output generation using Office Interop
+- **Models/TeighaServicesManager.cs** - Singleton manager for Teigha SDK lifecycle
+- **Models/FieldMapper.cs** - Maps extracted data to target formats
+- **Models/SettingsManager.cs** - Application configuration management
+
+### Python Component Structure  
+- **batch_cli.py** - Command-line interface for batch processing
+- **multi_file_processor.py** - Orchestrates multi-file processing workflows
+- **gemini_analyzer.py** - AI analysis using Google Gemini API
+- **pdf_processor.py** - PDF document processing
+- **dxf_processor.py** - DXF file processing
+- **csv_exporter.py** - CSV output generation
+
+### Key Dependencies
+- **Teigha SDK** - DWG file reading and CAD entity processing (requires DLL files in specific path)
+- **Microsoft Office Interop** - Excel file generation
+- **Npgsql** - PostgreSQL database connectivity
+- **Google Gemini API** - AI-powered document analysis
+- **PyMuPDF** - PDF processing in Python component
+
+## Current Development Focus
+
+The project is undergoing a **Note Detection Refactor** (see `NoteDetectionRefactor.md`):
+- Replacing fragile "horizontal search line" algorithm in `DwgDataExtractor.cs`
+- Implementing robust "vertical ray-casting" approach for NOTE content box detection
+- Key methods being refactored: `FindNoteBox`, `GetAllLineSegments`, `TraceBoxFromTopLine`
+
+## Important Notes
+
+- Teigha DLLs must be present in the specified path for DWG processing to work
+- The Python module requires Google Gemini API key configuration
+- Excel output uses COM Interop and requires Microsoft Office installation
+- The application supports both manual GUI operation and automated batch processing via CLI

App.config

@@ -0,0 +1,14 @@
+<?xml version="1.0" encoding="utf-8" ?>
+<configuration>
+  <runtime>
+    <assemblyBinding xmlns="urn:schemas-microsoft-com:asm.v1">
+      <dependentAssembly>
+        <assemblyIdentity name="office"
+                          publicKeyToken="71e9bce111e9429c"
+                          culture="neutral" />
+        <bindingRedirect oldVersion="15.0.0.0"
+                         newVersion="16.0.0.0" />
+      </dependentAssembly>
+    </assemblyBinding>
+  </runtime>
+</configuration>

CLAUDE.md

@@ -0,0 +1 @@
+See @AGENTS.md for guidelines.

Controls/ZoomBorder.cs

@@ -0,0 +1,144 @@
+
+using System.Linq;
+using System.Windows;
+using System.Windows.Controls;
+using System.Windows.Input;
+using System.Windows.Media;
+using Cursors = System.Windows.Input.Cursors;
+using Point = System.Windows.Point;
+
+namespace DwgExtractorManual.Controls
+{
+    public class ZoomBorder : Border
+    {
+        private UIElement? child = null;
+        private Point origin;
+        private Point start;
+
+        private TranslateTransform GetTranslateTransform(UIElement element)
+        {
+            return (TranslateTransform)((TransformGroup)element.RenderTransform)
+              .Children.First(tr => tr is TranslateTransform);
+        }
+
+        private ScaleTransform GetScaleTransform(UIElement element)
+        {
+            return (ScaleTransform)((TransformGroup)element.RenderTransform)
+              .Children.First(tr => tr is ScaleTransform);
+        }
+
+        public override UIElement Child
+        {
+            get { return base.Child; }
+            set
+            {
+                if (value != null && value != this.Child)
+                    this.Initialize(value);
+                base.Child = value;
+            }
+        }
+
+        public void Initialize(UIElement element)
+        {
+            this.child = element;
+            if (child != null)
+            {
+                TransformGroup group = new TransformGroup();
+                ScaleTransform st = new ScaleTransform();
+                group.Children.Add(st);
+                TranslateTransform tt = new TranslateTransform();
+                group.Children.Add(tt);
+                child.RenderTransform = group;
+                child.RenderTransformOrigin = new Point(0.0, 0.0);
+                this.MouseWheel += child_MouseWheel;
+                this.MouseLeftButtonDown += child_MouseLeftButtonDown;
+                this.MouseLeftButtonUp += child_MouseLeftButtonUp;
+                this.MouseMove += child_MouseMove;
+                this.PreviewMouseRightButtonDown += new MouseButtonEventHandler(
+                  child_PreviewMouseRightButtonDown);
+            }
+        }
+
+        public void Reset()
+        {
+            if (child != null)
+            {
+                // reset zoom
+                var st = GetScaleTransform(child);
+                st.ScaleX = 1.0;
+                st.ScaleY = 1.0;
+
+                // reset pan
+                var tt = GetTranslateTransform(child);
+                tt.X = 0.0;
+                tt.Y = 0.0;
+            }
+        }
+
+        private void child_MouseWheel(object sender, MouseWheelEventArgs e)
+        {
+            if (child != null)
+            {
+                var st = GetScaleTransform(child);
+                var tt = GetTranslateTransform(child);
+
+                double zoom = e.Delta > 0 ? .2 : -.2;
+                if (!(e.Delta > 0) && (st.ScaleX < .4 || st.ScaleY < .4))
+                    return;
+
+                Point relative = e.GetPosition(child);
+                double absoluteX;
+                double absoluteY;
+
+                absoluteX = relative.X * st.ScaleX + tt.X;
+                absoluteY = relative.Y * st.ScaleY + tt.Y;
+
+                st.ScaleX += zoom;
+                st.ScaleY += zoom;
+
+                tt.X = absoluteX - relative.X * st.ScaleX;
+                tt.Y = absoluteY - relative.Y * st.ScaleY;
+            }
+        }
+
+        private void child_MouseLeftButtonDown(object sender, MouseButtonEventArgs e)
+        {
+            if (child != null)
+            {
+                var tt = GetTranslateTransform(child);
+                start = e.GetPosition(this);
+                origin = new Point(tt.X, tt.Y);
+                this.Cursor = Cursors.Hand;
+                child.CaptureMouse();
+            }
+        }
+
+        private void child_MouseLeftButtonUp(object sender, MouseButtonEventArgs e)
+        {
+            if (child != null)
+            {
+                child.ReleaseMouseCapture();
+                this.Cursor = Cursors.Arrow;
+            }
+        }
+
+        void child_PreviewMouseRightButtonDown(object sender, MouseButtonEventArgs e)
+        {
+            this.Reset();
+        }
+
+        private void child_MouseMove(object sender, System.Windows.Input.MouseEventArgs e)
+        {
+            if (child != null)
+            {
+                if (child.IsMouseCaptured)
+                {
+                    var tt = GetTranslateTransform(child);
+                    Vector v = start - e.GetPosition(this);
+                    tt.X = origin.X - v.X;
+                    tt.Y = origin.Y - v.Y;
+                }
+            }
+        }
+    }
+}

DwgExtractorManual.csproj

@@ -6,30 +6,17 @@
     <UseWindowsForms>True</UseWindowsForms>
     <Nullable>enable</Nullable>
     <ImplicitUsings>enable</ImplicitUsings>
+    <PlatformTarget>x64</PlatformTarget>
   </PropertyGroup>
   
-  <ItemGroup>
+  
-    <COMReference Include="Microsoft.Office.Interop.Excel">
-      <VersionMinor>9</VersionMinor>
-      <VersionMajor>1</VersionMajor>
-      <Guid>00020813-0000-0000-c000-000000000046</Guid>
-      <Lcid>0</Lcid>
-      <WrapperTool>tlbimp</WrapperTool>
-      <Isolated>false</Isolated>
-      <EmbedInteropTypes>true</EmbedInteropTypes>
-    </COMReference>
-  </ItemGroup>
 
   <ItemGroup>
     <PackageReference Include="Npgsql" Version="9.0.1" />
     <PackageReference Include="Newtonsoft.Json" Version="13.0.3" />
-  </ItemGroup>
+    
-
+    
-  <ItemGroup>
+    
-    <Reference Include="TD_Mgd_23.12_16">
-      <HintPath>D:\dev_Net8_git\trunk\DLL\Teigha\vc16_amd64dll_23.12SP2\TD_Mgd_23.12_16.dll</HintPath>
-      <Private>true</Private>
-    </Reference>
   </ItemGroup>
 
   <!-- Copy all Teigha DLLs including native dependencies -->
@@ -39,51 +26,33 @@
     </None>
   </ItemGroup>
 
-  <!-- Define fletimageanalysis files as content to be copied -->
+  
-  <!-- Separate JSON files and other files for different copy behaviors -->
   <ItemGroup>
-    <!-- JSON files - always copy as new -->
+    <Reference Include="TD_Mgd_23.12_16">
-    <FletImageAnalysisJsonFiles Include="fletimageanalysis\**\*.json" />
+      <HintPath>..\..\..\GitNet8\trunk\DLL\Teigha\vc16_amd64dll_23.12SP2\TD_Mgd_23.12_16.dll</HintPath>
-    
+    </Reference>
-    <!-- Other files - incremental copy -->
-    <FletImageAnalysisOtherFiles Include="fletimageanalysis\**\*" Exclude="fletimageanalysis\**\*.json;fletimageanalysis\**\*.pyc;fletimageanalysis\**\__pycache__\**;fletimageanalysis\**\*.tmp;fletimageanalysis\**\*.log;fletimageanalysis\**\*.git\**" />
   </ItemGroup>
 
-  <!-- Enhanced copy target that handles both incremental updates and missing folder scenarios -->
+  <ItemGroup>
-  <Target Name="CopyFletImageAnalysisFolder" AfterTargets="Build">
+    <Reference Include="Microsoft.Office.Interop.Excel">
-    
+      <HintPath>C:\Program Files (x86)\Microsoft Office\Office16\DCF\Microsoft.Office.Interop.Excel.dll</HintPath>
-    <!-- Always show what we're doing -->
+      <EmbedInteropTypes>false</EmbedInteropTypes>
-    <Message Text="Copying fletimageanalysis folder contents..." Importance="normal" />
+    </Reference>
-    <Message Text="JSON files to copy: @(FletImageAnalysisJsonFiles-&gt;Count())" Importance="normal" />
+    <Reference Include="office">
-    <Message Text="Other files to copy: @(FletImageAnalysisOtherFiles-&gt;Count())" Importance="normal" />
+      <HintPath>C:\Program Files (x86)\Microsoft Office\Office16\DCF\office.dll</HintPath>
+      <EmbedInteropTypes>false</EmbedInteropTypes>
+    </Reference>
+  </ItemGroup>
 
-    <!-- Copy JSON files - ALWAYS as new (SkipUnchangedFiles=false) -->
+  <ItemGroup>
-    <Copy SourceFiles="@(FletImageAnalysisJsonFiles)" DestinationFiles="@(FletImageAnalysisJsonFiles->'$(OutDir)%(RecursiveDir)%(Filename)%(Extension)')" SkipUnchangedFiles="false" OverwriteReadOnlyFiles="true" />
+    <Content Include="fletimageanalysis\**\*">
-    
+      <CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory>
-    <Message Text="JSON files copied (always as new): @(FletImageAnalysisJsonFiles-&gt;Count())" Importance="high" />
+      <Link>fletimageanalysis\%(RecursiveDir)%(FileName)%(Extension)</Link>
+    </Content>
+  </ItemGroup>
 
-    <!-- Copy other files - incrementally (SkipUnchangedFiles=true) -->
+  
-    <Copy SourceFiles="@(FletImageAnalysisOtherFiles)" DestinationFiles="@(FletImageAnalysisOtherFiles->'$(OutDir)%(RecursiveDir)%(Filename)%(Extension)')" SkipUnchangedFiles="true" OverwriteReadOnlyFiles="true" />
-    
-    <Message Text="Other files copied (incremental): @(FletImageAnalysisOtherFiles-&gt;Count())" Importance="normal" />
-    
-    <!-- Verify critical JSON file exists after copy -->
-    <Error Condition="!Exists('$(OutDir)fletimageanalysis\mapping_table_json.json')" Text="Critical file missing after copy: mapping_table_json.json" />
-           
-    <Message Text="fletimageanalysis folder copy completed successfully." Importance="high" />
-  </Target>
 
-  <!-- Additional target to ensure folder is copied during publish -->
+  
-  <Target Name="CopyFletImageAnalysisFolderOnPublish" AfterTargets="Publish">
-    <Message Text="Copying fletimageanalysis folder for publish..." Importance="high" />
-    
-    <!-- Copy JSON files - always as new -->
-    <Copy SourceFiles="@(FletImageAnalysisJsonFiles)" DestinationFiles="@(FletImageAnalysisJsonFiles->'$(PublishDir)%(RecursiveDir)%(Filename)%(Extension)')" SkipUnchangedFiles="false" OverwriteReadOnlyFiles="true" />
-    
-    <!-- Copy other files - always as new for publish -->
-    <Copy SourceFiles="@(FletImageAnalysisOtherFiles)" DestinationFiles="@(FletImageAnalysisOtherFiles->'$(PublishDir)%(RecursiveDir)%(Filename)%(Extension)')" SkipUnchangedFiles="false" OverwriteReadOnlyFiles="true" />
-      
-    <Message Text="fletimageanalysis folder publish copy completed." Importance="high" />
-  </Target>
 
 </Project>

IntersectionTestConsole.cs

@@ -0,0 +1,173 @@
+//using System;
+//using System.Collections.Generic;
+//using System.Diagnostics;
+//using System.Linq;
+//using Teigha.Geometry;
+//using DwgExtractorManual.Models;
+
+//namespace DwgExtractorManual
+//{
+//    /// <summary>
+//    /// 콘솔에서 실행할 수 있는 교차점 테스트 프로그램
+//    /// </summary>
+//    class IntersectionTestConsole
+//    {
+//        static void Main(string[] args)
+//        {
+//            Console.WriteLine("=== 교차점 테스트 프로그램 시작 ===");
+            
+//            try
+//            {
+//                RunSimpleIntersectionTest();
+//            }
+//            catch (Exception ex)
+//            {
+//                Console.WriteLine($"오류 발생: {ex.Message}");
+//                Console.WriteLine(ex.StackTrace);
+//            }
+            
+//            Console.WriteLine("테스트 완료. 아무 키나 누르세요...");
+//            Console.ReadKey();
+//        }
+        
+//        static void RunSimpleIntersectionTest()
+//        {
+//            Console.WriteLine("테스트 시작: 3x4 그리드 생성");
+            
+//            // 간단한 3x4 테이블 시뮬레이션 (실제 DWG 없이)
+//            var intersections = new List<IntersectionPoint>();
+            
+//            // 수동으로 교차점 생성 (3행 x 4열 = 12개 교차점)
+//            for (int row = 1; row <= 4; row++) // 4개 행
+//            {
+//                for (int col = 1; col <= 5; col++) // 5개 열
+//                {
+//                    double x = (col - 1) * 10.0; // 0, 10, 20, 30, 40
+//                    double y = (row - 1) * 10.0; // 0, 10, 20, 30
+                    
+//                    int directionBits = CalculateDirectionBits(row, col, 4, 5);
+                    
+//                    var intersection = new IntersectionPoint
+//                    {
+//                        Position = new Point3d(x, y, 0),
+//                        DirectionBits = directionBits,
+//                        Row = row,
+//                        Column = col
+//                    };
+                    
+//                    intersections.Add(intersection);
+//                    Console.WriteLine($"교차점 R{row}C{col}: ({x:F0},{y:F0}) - DirectionBits: {directionBits}");
+//                }
+//            }
+            
+//            Console.WriteLine($"\n총 {intersections.Count}개 교차점 생성됨");
+            
+//            // DirectionBits 검증
+//            TestDirectionBitsValidation(intersections);
+            
+//            // 셀 추출 시뮬레이션
+//            TestCellExtraction(intersections);
+//        }
+        
+//        static int CalculateDirectionBits(int row, int col, int maxRow, int maxCol)
+//        {
+//            int bits = 0;
+            
+//            // Right: 1 - 오른쪽에 더 많은 열이 있으면
+//            if (col < maxCol) bits |= 1;
+            
+//            // Up: 2 - 위쪽에 더 많은 행이 있으면
+//            if (row < maxRow) bits |= 2;
+            
+//            // Left: 4 - 왼쪽에 열이 있으면
+//            if (col > 1) bits |= 4;
+            
+//            // Down: 8 - 아래쪽에 행이 있으면
+//            if (row > 1) bits |= 8;
+            
+//            return bits;
+//        }
+        
+//        static void TestDirectionBitsValidation(List<IntersectionPoint> intersections)
+//        {
+//            Console.WriteLine("\n=== DirectionBits 검증 ===");
+            
+//            var mappingData = new MappingTableData();
+//            var fieldMapper = new FieldMapper(mappingData);
+//            var extractor = new DwgDataExtractor(fieldMapper);
+            
+//            foreach (var intersection in intersections)
+//            {
+//                bool isTopLeft = extractor.IsValidTopLeft(intersection.DirectionBits);
+//                bool isBottomRight = extractor.IsValidBottomRight(intersection.DirectionBits);
+                
+//                Console.WriteLine($"R{intersection.Row}C{intersection.Column} (bits: {intersection.DirectionBits:D2}) - " +
+//                    $"TopLeft: {isTopLeft}, BottomRight: {isBottomRight}");
+//            }
+//        }
+        
+//        static void TestCellExtraction(List<IntersectionPoint> intersections)
+//        {
+//            Console.WriteLine("\n=== 셀 추출 테스트 ===");
+            
+//            var mappingData = new MappingTableData();
+//            var fieldMapper = new FieldMapper(mappingData);
+//            var extractor = new DwgDataExtractor(fieldMapper);
+            
+//            // topLeft 후보들 찾기
+//            var topLeftCandidates = intersections.Where(i => extractor.IsValidTopLeft(i.DirectionBits)).ToList();
+//            Console.WriteLine($"TopLeft 후보: {topLeftCandidates.Count}개");
+            
+//            foreach (var topLeft in topLeftCandidates)
+//            {
+//                Console.WriteLine($"\nTopLeft R{topLeft.Row}C{topLeft.Column} 처리 중...");
+                
+//                // bottomRight 찾기 시뮬레이션
+//                var bottomRight = FindBottomRightSimulation(topLeft, intersections, extractor);
+                
+//                if (bottomRight != null)
+//                {
+//                    Console.WriteLine($"  -> BottomRight 발견: R{bottomRight.Row}C{bottomRight.Column}");
+//                    Console.WriteLine($"     셀 생성: ({topLeft.Position.X:F0},{bottomRight.Position.Y:F0}) to ({bottomRight.Position.X:F0},{topLeft.Position.Y:F0})");
+//                }
+//                else
+//                {
+//                    Console.WriteLine("  -> BottomRight을 찾지 못함");
+//                }
+//            }
+//        }
+        
+//        static IntersectionPoint? FindBottomRightSimulation(IntersectionPoint topLeft, List<IntersectionPoint> intersections, DwgDataExtractor extractor)
+//        {
+//            // 교차점들을 Row/Column으로 딕셔너리 구성
+//            var intersectionLookup = intersections
+//                .GroupBy(i => i.Row)
+//                .ToDictionary(g => g.Key, g => g.ToDictionary(i => i.Column, i => i));
+            
+//            int maxRow = intersectionLookup.Keys.Max();
+//            int maxColumn = intersectionLookup.Values.SelectMany(row => row.Keys).Max();
+            
+//            for (int targetRow = topLeft.Row + 1; targetRow <= maxRow + 1; targetRow++)
+//            {
+//                if (!intersectionLookup.ContainsKey(targetRow)) continue;
+                
+//                var rowIntersections = intersectionLookup[targetRow];
+//                var availableColumns = rowIntersections.Keys.Where(col => col >= topLeft.Column).OrderBy(col => col);
+                
+//                foreach (int targetColumn in availableColumns)
+//                {
+//                    var candidate = rowIntersections[targetColumn];
+                    
+//                    // bottomRight 검증 또는 테이블 경계 조건
+//                    if (extractor.IsValidBottomRight(candidate.DirectionBits) ||
+//                        (targetRow == maxRow && targetColumn == maxColumn))
+//                    {
+//                        return candidate;
+//                    }
+//                }
+//            }
+            
+//            return null;
+//        }
+//    }
+//}

MainWindow.Visualization.cs

@@ -0,0 +1,82 @@
+using System;
+using System.Collections.Generic;
+using System.Diagnostics;
+using System.IO;
+using System.Windows;
+using DwgExtractorManual.Models;
+using DwgExtractorManual.Views;
+using MessageBox = System.Windows.MessageBox;
+
+namespace DwgExtractorManual
+{
+    /// <summary>
+    /// MainWindow의 시각화 관련 기능을 담당하는 partial class
+    /// </summary>
+    public partial class MainWindow
+    {
+        // 시각화 데이터 저장
+        private static List<TableCellVisualizationData> _visualizationDataCache = new List<TableCellVisualizationData>();
+
+        /// <summary>
+        /// 테이블 셀 시각화 데이터를 저장합니다.
+        /// </summary>
+        public static void SaveVisualizationData(TableCellVisualizationData data)
+        {
+            _visualizationDataCache.Add(data);
+            Debug.WriteLine($"[VISUALIZATION] 시각화 데이터 저장: {data.FileName}, 셀 수: {data.Cells.Count}");
+        }
+
+        /// <summary>
+        /// 저장된 시각화 데이터를 가져옵니다.
+        /// </summary>
+        public static List<TableCellVisualizationData> GetVisualizationData()
+        {
+            Debug.WriteLine($"[VISUALIZATION] 시각화 데이터 조회: {_visualizationDataCache.Count}개 항목");
+            return new List<TableCellVisualizationData>(_visualizationDataCache);
+        }
+
+        /// <summary>
+        /// 시각화 데이터를 초기화합니다.
+        /// </summary>
+        public static void ClearVisualizationData()
+        {
+            Debug.WriteLine($"[VISUALIZATION] 시각화 데이터 초기화 (기존 {_visualizationDataCache.Count}개 항목 삭제)");
+            _visualizationDataCache.Clear();
+            Debug.WriteLine("[VISUALIZATION] 시각화 데이터 초기화 완료");
+        }
+
+        /// <summary>
+        /// 테이블 셀 시각화 창을 엽니다.
+        /// </summary>
+        private void BtnVisualizeCells_Click(object sender, RoutedEventArgs e)
+        {
+            try
+            {
+                LogMessage("🎨 테이블 셀 시각화 창을 여는 중...");
+
+                var visualizationData = GetVisualizationData();
+                LogMessage($"[DEBUG] 조회된 시각화 데이터: {visualizationData.Count}개");
+                
+                if (visualizationData.Count == 0)
+                {
+                    MessageBox.Show("시각화할 데이터가 없습니다.\n먼저 'DWG추출(Height정렬)' 버튼을 눌러 데이터를 추출해주세요.", 
+                                  "데이터 없음", MessageBoxButton.OK, MessageBoxImage.Information);
+                    LogMessage("⚠️ 시각화할 데이터가 없습니다. 먼저 추출을 진행해주세요.");
+                    return;
+                }
+
+                var visualizationWindow = new TableCellVisualizationWindow(visualizationData);
+                visualizationWindow.Owner = this;
+                visualizationWindow.Show();
+
+                LogMessage($"✅ 시각화 창 열기 완료 - {visualizationData.Count}개 파일 데이터");
+            }
+            catch (Exception ex)
+            {
+                LogMessage($"❌ 시각화 창 열기 중 오류: {ex.Message}");
+                MessageBox.Show($"시각화 창을 여는 중 오류가 발생했습니다:\n{ex.Message}", 
+                              "오류", MessageBoxButton.OK, MessageBoxImage.Error);
+            }
+        }
+    }
+}

MainWindow.xaml

@@ -210,6 +210,40 @@
                             </Style>
                         </Button.Style>
                     </Button>
+                    <Button x:Name="btnVisualizeCells" 
+                            Content="🎨 셀 시각화" Width="150" Height="45" 
+                            Margin="5,0" 
+                            Click="BtnVisualizeCells_Click" FontSize="14" FontWeight="Bold"
+                            Background="#9B59B6" Foreground="White" 
+                            BorderThickness="0">
+                        <Button.Style>
+                            <Style TargetType="Button">
+                                <Setter Property="Background" Value="#9B59B6"/>
+                                <Style.Triggers>
+                                    <Trigger Property="IsMouseOver" Value="True">
+                                        <Setter Property="Background" Value="#8E44AD"/>
+                                    </Trigger>
+                                </Style.Triggers>
+                            </Style>
+                        </Button.Style>
+                    </Button>
+                    <Button x:Name="btnTestIntersection" 
+                            Content="🔬 교차점 테스트" Width="150" Height="45" 
+                            Margin="5,0" 
+                            Click="BtnTestIntersection_Click" FontSize="14" FontWeight="Bold"
+                            Background="#E74C3C" Foreground="White" 
+                            BorderThickness="0">
+                        <Button.Style>
+                            <Style TargetType="Button">
+                                <Setter Property="Background" Value="#E74C3C"/>
+                                <Style.Triggers>
+                                    <Trigger Property="IsMouseOver" Value="True">
+                                        <Setter Property="Background" Value="#C0392B"/>
+                                    </Trigger>
+                                </Style.Triggers>
+                            </Style>
+                        </Button.Style>
+                    </Button>
                 </StackPanel>
             </Grid>
         </GroupBox>
@@ -234,6 +268,8 @@
                     <TextBlock x:Name="txtStatusBar" Text="DWG 정보 추출기 v1.0 - 준비됨"/>
                     <Separator Margin="10,0"/>
                     <TextBlock x:Name="txtFileCount" Text="파일: 0개"/>
+                    <Separator Margin="10,0"/>
+                    <TextBlock x:Name="txtBuildTime" Text="빌드: 로딩중..." FontSize="11" Foreground="LightGray"/>
                 </StackPanel>
             </StatusBarItem>
             <StatusBarItem HorizontalAlignment="Right">

MainWindow.xaml.cs

@@ -17,7 +17,7 @@ namespace DwgExtractorManual
 {
     public partial class MainWindow : Window
     {
-        private DispatcherTimer _timer;
+        private DispatcherTimer? _timer;
         private ExportExcel? _exportExcel;
         private SqlDatas? _sqlDatas;
         // 자동 처리 모드 플래그
@@ -26,16 +26,76 @@ namespace DwgExtractorManual
         public MainWindow()
         {
             InitializeComponent();
-            InitializeDefaultPaths();
             InitializeTimer();
+            LoadSettings();
+            SetBuildTime();
             
             // 앱 종료 시 Teigha 리소스 정리
             this.Closed += MainWindow_Closed;
-            
-            LogMessage("🚀 DWG 정보 추출기가 시작되었습니다.");
         }
 
-        private void MainWindow_Closed(object sender, EventArgs e)
+        private void LoadSettings()
+        {
+            LogMessage("⚙️ 설정을 불러옵니다...");
+            var settings = SettingsManager.LoadSettings();
+            if (settings != null)
+            {
+                if (!string.IsNullOrEmpty(settings.SourceFolderPath) && Directory.Exists(settings.SourceFolderPath))
+                {
+                    txtSourceFolder.Text = settings.SourceFolderPath;
+                    LogMessage($"📂 저장된 소스 폴더: {settings.SourceFolderPath}");
+                    CheckDwgFiles(settings.SourceFolderPath);
+                }
+                else
+                {
+                    LogMessage($"⚠️ 저장된 소스 폴더를 찾을 수 없습니다: {settings.SourceFolderPath}");
+                }
+
+                if (!string.IsNullOrEmpty(settings.DestinationFolderPath) && Directory.Exists(settings.DestinationFolderPath))
+                {
+                    txtResultFolder.Text = settings.DestinationFolderPath;
+                    LogMessage($"💾 저장된 결과 폴더: {settings.DestinationFolderPath}");
+                }
+                else
+                {
+                    LogMessage($"⚠️ 저장된 결과 폴더를 찾을 수 없습니다: {settings.DestinationFolderPath}");
+                }
+
+                if (!string.IsNullOrEmpty(settings.LastExportType))
+                {
+                    if (settings.LastExportType == "Excel")
+                    {
+                        rbExcel.IsChecked = true;
+                    }
+                    else if (settings.LastExportType == "Database")
+                    {
+                        rbDatabase.IsChecked = true;
+                    }
+                    LogMessage($"📋 저장된 출력 형식: {settings.LastExportType}");
+                }
+                LogMessage("✅ 설정 불러오기 완료.");
+            }
+            else
+            {
+                LogMessage("ℹ️ 저장된 설정 파일이 없습니다. 기본값으로 시작합니다.");
+                InitializeDefaultPaths(); // Fallback
+            }
+        }
+
+        private void SaveSettings()
+        {
+            LogMessage("⚙️ 현재 설정을 저장합니다...");
+            var settings = new AppSettings
+            {
+                SourceFolderPath = txtSourceFolder.Text,
+                DestinationFolderPath = txtResultFolder.Text,
+                LastExportType = rbExcel.IsChecked == true ? "Excel" : "Database"
+            };
+            SettingsManager.SaveSettings(settings);
+            LogMessage("✅ 설정 저장 완료.");
+        }
+
+        private void MainWindow_Closed(object? sender, EventArgs e)
         {
             try
             {
@@ -70,7 +130,13 @@ namespace DwgExtractorManual
         {
             _timer = new DispatcherTimer();
             _timer.Interval = TimeSpan.FromSeconds(1);
-            _timer.Tick += (s, e) => txtTime.Text = DateTime.Now.ToString("yyyy-MM-dd HH:mm:ss");
+            _timer.Tick += (s, e) => 
+            {
+                if (_timer != null) 
+                {
+                    txtTime.Text = DateTime.Now.ToString("yyyy-MM-dd HH:mm:ss");
+                }
+            };
             _timer.Start();
         }
 
@@ -176,6 +242,9 @@ namespace DwgExtractorManual
 
         private async void BtnExtract_Click(object sender, RoutedEventArgs e)
         {
+            // 설정 저장
+            SaveSettings();
+
             // 입력 유효성 검사
                         if (string.IsNullOrEmpty(txtSourceFolder.Text) || !Directory.Exists(txtSourceFolder.Text))
             {
@@ -278,7 +347,7 @@ namespace DwgExtractorManual
             }
             else
             {
-                System.Windows.MessageBox.Show(message, title, button, image);
+                System.Windows.MessageBox.Show(this, message, title, button, image);
             }
         }
 
@@ -294,7 +363,7 @@ namespace DwgExtractorManual
             }
             else
             {
-                return System.Windows.MessageBox.Show(message, title, MessageBoxButton.YesNo, MessageBoxImage.Question);
+                return System.Windows.MessageBox.Show(this, message, title, MessageBoxButton.YesNo, MessageBoxImage.Question);
             }
         }
 
@@ -395,12 +464,11 @@ namespace DwgExtractorManual
                         
                         LogMessage("💾 Excel 파일과 매핑 데이터를 저장합니다...");
                         
-                        // 매핑 딕셔너리를 JSON 파일로 저장 (PDF 데이터 병합용)
+                        _exportExcel?.SaveMappingDictionary(mappingDataFile);
-                        _exportExcel.SaveMappingDictionary(mappingDataFile);
                         LogMessage($"✅ 매핑 데이터 저장 완료: {Path.GetFileName(mappingDataFile)}");
                         
                         // Excel 파일 저장
-                        _exportExcel.SaveAndCloseExcel(excelFileName);
+                        _exportExcel?.SaveAndCloseExcel(excelFileName);
                         LogMessage($"✅ Excel 파일 저장 완료: {Path.GetFileName(excelFileName)}");
 
                         var elapsed = stopwatch.Elapsed;
@@ -461,7 +529,7 @@ namespace DwgExtractorManual
                             try
                             {
                                 // 실제 DWG 처리 로직 (DwgToDB는 실패시 true 반환)
-                                bool failed = _sqlDatas.DwgToDB(file.FullName);
+                                bool failed = _sqlDatas?.DwgToDB(file.FullName) ?? true;
                                 bool success = !failed;
                                 
                                 fileStopwatch.Stop();
@@ -777,6 +845,9 @@ namespace DwgExtractorManual
 
         private async void BtnPdfExtract_Click(object sender, RoutedEventArgs e)
         {
+            // 설정 저장
+            SaveSettings();
+
             // 입력 유효성 검사
             if (string.IsNullOrEmpty(txtSourceFolder.Text) || !Directory.Exists(txtSourceFolder.Text))
             {
@@ -1092,7 +1163,12 @@ namespace DwgExtractorManual
                 LogMessage($"📄 JSON 파일 확인됨: {Path.GetFileName(jsonFilePath)}");
 
                 // 최신 매핑 데이터 파일 찾기
-                string resultDir = Path.GetDirectoryName(csvFilePath) ?? txtResultFolder.Text;
+                string? resultDir = Path.GetDirectoryName(csvFilePath);
+                if (string.IsNullOrEmpty(resultDir))
+                {
+                    LogMessage("⚠️ 결과 디렉터리를 찾을 수 없습니다.");
+                    return;
+                }
                 var mappingDataFiles = Directory.GetFiles(resultDir, "*_mapping_data.json", SearchOption.TopDirectoryOnly)
                     .OrderByDescending(f => File.GetCreationTime(f))
                     .ToArray();
@@ -1168,7 +1244,12 @@ namespace DwgExtractorManual
                 LogMessage($"📄 JSON 파일 확인됨: {Path.GetFileName(jsonFilePath)}");
 
                 // 기존 Excel 매핑 파일 검색 (임시 파일 제외)
-                string resultDir = Path.GetDirectoryName(csvFilePath) ?? txtResultFolder.Text;
+                string? resultDir = Path.GetDirectoryName(csvFilePath);
+                if (string.IsNullOrEmpty(resultDir))
+                {
+                    LogMessage("⚠️ 결과 디렉터리를 찾을 수 없습니다.");
+                    return;
+                }
                 var allExcelFiles = Directory.GetFiles(resultDir, "*_Mapping.xlsx", SearchOption.TopDirectoryOnly);
 
                 // 임시 파일(~$로 시작하는 파일) 필터링
@@ -1296,6 +1377,9 @@ namespace DwgExtractorManual
 
         private async void BtnMerge_Click(object sender, RoutedEventArgs e)
         {
+            // 설정 저장
+            SaveSettings();
+
             // 입력 유효성 검사
             if (string.IsNullOrEmpty(txtResultFolder.Text) || !Directory.Exists(txtResultFolder.Text))
             {
@@ -1560,6 +1644,9 @@ namespace DwgExtractorManual
         /// </summary>
         private async void BtnAuto_Click(object sender, RoutedEventArgs e)
         {
+            // 설정 저장
+            SaveSettings();
+
             try
             {
                 // 입력 검증
@@ -1656,6 +1743,9 @@ namespace DwgExtractorManual
         /// </summary>
         private async void BtnDwgOnly_Click(object sender, RoutedEventArgs e)
         {
+            // 설정 저장
+            SaveSettings();
+
             try
             {
                 // 경로 검증
@@ -1738,6 +1828,13 @@ namespace DwgExtractorManual
         /// </summary>
         private async void BtnDwgHeightSort_Click(object sender, RoutedEventArgs e)
         {
+            // 설정 저장
+            SaveSettings();
+
+            // 시각화 데이터 초기화
+            ClearVisualizationData();
+            LogMessage("🧹 시각화 데이터 초기화 완료");
+
             try
             {
                 // 경로 검증
@@ -2057,8 +2154,8 @@ namespace DwgExtractorManual
 
                 if (allDwgFiles.Count > 0)
                 {
-                    // 단일 Excel 파일에 모든 DWG 파일 처리
+                    // Height 정렬 Excel 파일 생성 (Note 데이터 포함)
-                    LogMessage("📏 단일 Height 정렬 Excel 파일 생성 중...");
+                    LogMessage("📏 Height 정렬 Excel 파일 생성 중 (Note 표 데이터 포함)...");
                     await ProcessAllFilesDwgHeightSort(allDwgFiles, resultBaseFolder);
                     LogMessage("✅ Height 정렬 Excel 파일 생성 완료");
                 }
@@ -2109,7 +2206,91 @@ namespace DwgExtractorManual
                 string savePath = Path.Combine(resultFolder, $"{timestamp}_AllDWG_HeightSorted.xlsx");
                 
                 exportExcel.ExportAllDwgToExcelHeightSorted(allDwgFiles, savePath);
-                 
+
+                // 시각화 데이터 캐시 초기화
+                MainWindow.ClearVisualizationData();
+                LogMessage("[DEBUG] 시각화 데이터 캐시 초기화 완료.");
+
+                foreach (var (filePath, folderName) in allDwgFiles)
+                {
+                    LogMessage($"[DEBUG] DWG 파일에서 Note 추출 시작: {Path.GetFileName(filePath)}");
+                    var noteExtractionResult = exportExcel.DwgExtractor.ExtractNotesFromDrawing(filePath);
+                    var noteEntities = noteExtractionResult.NoteEntities;
+                    LogMessage($"[DEBUG] 추출된 Note 엔티티 수: {noteEntities.Count}");
+                    LogMessage($"[DEBUG] 추출된 IntersectionPoints 수: {noteExtractionResult.IntersectionPoints.Count}");
+                    LogMessage($"[DEBUG] 추출된 DiagonalLines 수: {noteExtractionResult.DiagonalLines.Count}");
+                    LogMessage($"[DEBUG] 추출된 TableSegments 수: {noteExtractionResult.TableSegments.Count}");
+
+                    if (noteEntities.Any())
+                    {
+                        // 테이블이 있는 Note만 가시화 데이터 생성 (최소 4개 셀 이상)
+                        var notesWithTables = noteEntities.Where(ne => 
+                            ne.Type == "Note" && 
+                            ne.Cells != null && 
+                            ne.Cells.Count >= 4 &&  // 최소 4개 셀이 있어야 테이블로 인정
+                            ne.TableSegments != null && 
+                            ne.TableSegments.Count >= 4).ToList();  // 최소 4개 선분이 있어야 함
+                        
+                        LogMessage($"[DEBUG] 테이블이 있는 Note: {notesWithTables.Count}개");
+                        
+                        foreach (var noteWithTable in notesWithTables)
+                        {
+                            var visualizationData = new TableCellVisualizationData
+                            {
+                                FileName = $"{Path.GetFileName(filePath)} - {noteWithTable.Text}",
+                                NoteText = noteWithTable.Text,
+                                NoteBounds = (
+                                    noteWithTable.Cells.Min(c => c.MinPoint.X), 
+                                    noteWithTable.Cells.Min(c => c.MinPoint.Y),
+                                    noteWithTable.Cells.Max(c => c.MaxPoint.X), 
+                                    noteWithTable.Cells.Max(c => c.MaxPoint.Y)
+                                ),
+                                Cells = noteWithTable.Cells.Select(tc => new CellBounds
+                                {
+                                    MinX = tc.MinPoint.X, MinY = tc.MinPoint.Y, MaxX = tc.MaxPoint.X, MaxY = tc.MaxPoint.Y,
+                                    Row = tc.Row, Column = tc.Column, Text = tc.CellText
+                                }).ToList(),
+                                TableSegments = noteWithTable.TableSegments.Select(ts => new SegmentInfo
+                                {
+                                    StartX = ts.StartX, StartY = ts.StartY,
+                                    EndX = ts.EndX, EndY = ts.EndY,
+                                    IsHorizontal = ts.IsHorizontal
+                                }).ToList(),
+                                IntersectionPoints = noteWithTable.IntersectionPoints,
+                                DiagonalLines = noteWithTable.DiagonalLines ?? new List<DiagonalLine>(),
+                                CellBoundaries = noteWithTable.CellBoundaries?.Select(cb => new CellBoundaryInfo
+                                {
+                                    TopLeftX = cb.TopLeft.X, TopLeftY = cb.TopLeft.Y,
+                                    TopRightX = cb.TopRight.X, TopRightY = cb.TopRight.Y,
+                                    BottomLeftX = cb.BottomLeft.X, BottomLeftY = cb.BottomLeft.Y,
+                                    BottomRightX = cb.BottomRight.X, BottomRightY = cb.BottomRight.Y,
+                                    Label = cb.Label, Width = cb.Width, Height = cb.Height,
+                                    CellText = cb.CellText ?? ""
+                                }).ToList() ?? new List<CellBoundaryInfo>(),
+                                TextEntities = noteEntities.Where(ne => ne.Type == "NoteContent").Select(ne => new TextInfo
+                                {
+                                    X = ne.X, Y = ne.Y, Text = ne.Text,
+                                    IsInTable = noteWithTable.Cells.Any(cell =>
+                                        ne.X >= cell.MinPoint.X && ne.X <= cell.MaxPoint.X &&
+                                        ne.Y >= cell.MinPoint.Y && ne.Y <= cell.MaxPoint.Y)
+                                }).ToList()
+                            };
+                            MainWindow.SaveVisualizationData(visualizationData);
+                            LogMessage($"[DEBUG] 테이블 Note 시각화 데이터 추가: {visualizationData.FileName} (셀: {visualizationData.Cells.Count}개)");
+                        }
+                    }
+                    else
+                    {
+                        LogMessage($"[DEBUG] Note 엔티티가 없어 시각화 데이터를 생성하지 않습니다: {Path.GetFileName(filePath)}");
+                    }
+                }
+
+                LogMessage($"[DEBUG] 총 {allDwgFiles.Count}개 파일의 시각화 데이터 저장 완료.");
+
+                // 최종 시각화 데이터 확인
+                var finalVisualizationData = MainWindow.GetVisualizationData();
+                LogMessage($"[DEBUG] 최종 저장된 시각화 데이터: {finalVisualizationData.Count}개 항목");
+
                 LogMessage("✅ Height 정렬 Excel 파일 생성 완료");
                 LogMessage($"📁 저장된 파일: {Path.GetFileName(savePath)}");
             }
@@ -2388,5 +2569,298 @@ namespace DwgExtractorManual
             _sqlDatas?.Dispose();
             base.OnClosed(e);
         }
+
+        /// <summary>
+        /// Note 추출 기능 테스트 메서드
+        /// </summary>
+        private async Task TestNoteExtraction()
+        {
+            try
+            {
+                LogMessage("🧪 === Note 추출 기능 테스트 시작 ===");
+                
+                string sourceFolder = txtSourceFolder.Text;
+                string resultFolder = txtResultFolder.Text;
+                
+                if (string.IsNullOrEmpty(sourceFolder) || !Directory.Exists(sourceFolder))
+                {
+                    LogMessage("❌ 소스 폴더가 선택되지 않았거나 존재하지 않습니다.");
+                    UpdateStatus("소스 폴더를 선택해주세요.");
+                    return;
+                }
+                
+                if (string.IsNullOrEmpty(resultFolder))
+                {
+                    LogMessage("❌ 결과 폴더가 선택되지 않았습니다.");
+                    UpdateStatus("결과 폴더를 선택해주세요.");
+                    return;
+                }
+
+                // 결과 폴더가 없으면 생성
+                if (!Directory.Exists(resultFolder))
+                {
+                    Directory.CreateDirectory(resultFolder);
+                    LogMessage($"📁 결과 폴더 생성: {resultFolder}");
+                }
+
+                // DWG 파일 찾기
+                var dwgFiles = Directory.GetFiles(sourceFolder, "*.dwg", SearchOption.AllDirectories);
+                LogMessage($"📊 발견된 DWG 파일 수: {dwgFiles.Length}개");
+                
+                if (dwgFiles.Length == 0)
+                {
+                    LogMessage("⚠️ DWG 파일이 없습니다.");
+                    UpdateStatus("DWG 파일이 없습니다.");
+                    return;
+                }
+
+                UpdateStatus("🔧 Note 추출 중...");
+                progressBar.Maximum = dwgFiles.Length;
+                progressBar.Value = 0;
+
+                // Teigha 서비스 초기화
+                LogMessage("🔧 Teigha 서비스 초기화 중...");
+                TeighaServicesManager.Instance.AcquireServices();
+
+                // 간단한 빈 매핑 데이터로 FieldMapper 생성 (테스트용)
+                var mappingData = new MappingTableData();
+                var fieldMapper = new FieldMapper(mappingData);
+                var extractor = new DwgDataExtractor(fieldMapper);
+                var csvWriter = new CsvDataWriter();
+
+                int processedCount = 0;
+                int successCount = 0;
+                int failureCount = 0;
+
+                // 각 DWG 파일에 대해 Note 추출 테스트
+                foreach (string dwgFile in dwgFiles.Take(3)) // 처음 3개 파일만 테스트
+                {
+                    try
+                    {
+                        string fileName = Path.GetFileNameWithoutExtension(dwgFile);
+                        LogMessage($"🔍 [{processedCount + 1}/{Math.Min(3, dwgFiles.Length)}] Note 추출 중: {fileName}");
+
+                        // Note 데이터 추출
+                        var noteExtractionResult = extractor.ExtractNotesFromDrawing(dwgFile);
+                        var noteEntities = noteExtractionResult.NoteEntities;
+
+                        // 테이블이 있는 Note만 시각화 데이터 저장
+                        if (noteEntities.Any())
+                        {
+                            var notesWithTables = noteEntities.Where(ne => 
+                                ne.Type == "Note" && 
+                                ne.Cells != null && 
+                                ne.Cells.Count >= 4 &&  // 최소 4개 셀이 있어야 테이블로 인정
+                                ne.TableSegments != null && 
+                                ne.TableSegments.Count >= 4).ToList();  // 최소 4개 선분이 있어야 함
+                            
+                            LogMessage($"   테이블이 있는 Note: {notesWithTables.Count}개");
+                            
+                            foreach (var noteWithTable in notesWithTables)
+                            {
+                                var visualizationData = new TableCellVisualizationData
+                                {
+                                    FileName = $"{Path.GetFileName(dwgFile)} - {noteWithTable.Text}",
+                                    NoteText = noteWithTable.Text,
+                                    NoteBounds = (
+                                        noteWithTable.Cells.Min(c => c.MinPoint.X), 
+                                        noteWithTable.Cells.Min(c => c.MinPoint.Y),
+                                        noteWithTable.Cells.Max(c => c.MaxPoint.X), 
+                                        noteWithTable.Cells.Max(c => c.MaxPoint.Y)
+                                    ),
+                                    Cells = noteWithTable.Cells.Select(tc => new CellBounds
+                                    {
+                                        MinX = tc.MinPoint.X, MinY = tc.MinPoint.Y, MaxX = tc.MaxPoint.X, MaxY = tc.MaxPoint.Y,
+                                        Row = tc.Row, Column = tc.Column, Text = tc.CellText
+                                    }).ToList(),
+                                    TableSegments = noteWithTable.TableSegments.Select(ts => new SegmentInfo
+                                    {
+                                        StartX = ts.StartX, StartY = ts.StartY,
+                                        EndX = ts.EndX, EndY = ts.EndY,
+                                        IsHorizontal = ts.IsHorizontal
+                                    }).ToList(),
+                                    IntersectionPoints = noteWithTable.IntersectionPoints,
+                                    DiagonalLines = noteExtractionResult.DiagonalLines.Where(dl =>
+                                        noteWithTable.Cells.Any(cell =>
+                                            (dl.Item1.X >= cell.MinPoint.X && dl.Item1.X <= cell.MaxPoint.X &&
+                                             dl.Item1.Y >= cell.MinPoint.Y && dl.Item1.Y <= cell.MaxPoint.Y) ||
+                                            (dl.Item2.X >= cell.MinPoint.X && dl.Item2.X <= cell.MaxPoint.X &&
+                                             dl.Item2.Y >= cell.MinPoint.Y && dl.Item2.Y <= cell.MaxPoint.Y))).Select(dl => new DiagonalLine
+                                    {
+                                        StartX = dl.Item1.X, StartY = dl.Item1.Y, EndX = dl.Item2.X, EndY = dl.Item2.Y, Label = dl.Item3
+                                    }).ToList(),
+                                    CellBoundaries = noteWithTable.CellBoundaries?.Select(cb => new CellBoundaryInfo
+                                    {
+                                        TopLeftX = cb.TopLeft.X, TopLeftY = cb.TopLeft.Y,
+                                        TopRightX = cb.TopRight.X, TopRightY = cb.TopRight.Y,
+                                        BottomLeftX = cb.BottomLeft.X, BottomLeftY = cb.BottomLeft.Y,
+                                        BottomRightX = cb.BottomRight.X, BottomRightY = cb.BottomRight.Y,
+                                        Label = cb.Label, Width = cb.Width, Height = cb.Height,
+                                        CellText = cb.CellText ?? ""
+                                    }).ToList() ?? new List<CellBoundaryInfo>(),
+                                    TextEntities = noteEntities.Where(ne => ne.Type == "NoteContent").Select(ne => new TextInfo
+                                    {
+                                        X = ne.X, Y = ne.Y, Text = ne.Text,
+                                        IsInTable = noteWithTable.Cells.Any(cell =>
+                                            ne.X >= cell.MinPoint.X && ne.X <= cell.MaxPoint.X &&
+                                            ne.Y >= cell.MinPoint.Y && ne.Y <= cell.MaxPoint.Y)
+                                    }).ToList()
+                                };
+                                MainWindow.SaveVisualizationData(visualizationData);
+                                LogMessage($"   ✅ 테이블 Note 시각화 데이터 저장: {visualizationData.FileName} (셀: {visualizationData.Cells.Count}개)");
+                            }
+                        }
+                        
+                        LogMessage($"   추출된 엔터티: {noteEntities.Count}개");
+                        
+                        var noteCount = noteEntities.Count(ne => ne.Type == "Note");
+                        var contentCount = noteEntities.Count(ne => ne.Type == "NoteContent");
+                        var tableCount = noteEntities.Count(ne => ne.Type == "Note" && !string.IsNullOrEmpty(ne.TableCsv));
+                        
+                        LogMessage($"   - Note 헤더: {noteCount}개");
+                        LogMessage($"   - Note 콘텐츠: {contentCount}개");
+                        LogMessage($"   - 테이블 포함 Note: {tableCount}개");
+
+                        // CSV 파일 생성
+                        if (noteEntities.Count > 0)
+                        {
+                            // Note 박스 텍스트 CSV
+                            var noteTextCsvPath = Path.Combine(resultFolder, $"{fileName}_note_texts.csv");
+                            csvWriter.WriteNoteBoxTextToCsv(noteEntities, noteTextCsvPath);
+                            LogMessage($"   ✅ Note 텍스트 CSV 저장: {Path.GetFileName(noteTextCsvPath)}");
+
+                            // Note 테이블 CSV
+                            var noteTableCsvPath = Path.Combine(resultFolder, $"{fileName}_note_tables.csv");
+                            csvWriter.WriteNoteTablesToCsv(noteEntities, noteTableCsvPath);
+                            LogMessage($"   ✅ Note 테이블 CSV 저장: {Path.GetFileName(noteTableCsvPath)}");
+
+                            // 통합 CSV
+                            var combinedCsvPath = Path.Combine(resultFolder, $"{fileName}_note_combined.csv");
+                            csvWriter.WriteNoteDataToCombinedCsv(noteEntities, combinedCsvPath);
+                            LogMessage($"   ✅ 통합 CSV 저장: {Path.GetFileName(combinedCsvPath)}");
+
+                            // 개별 테이블 CSV
+                            if (tableCount > 0)
+                            {
+                                var individualTablesDir = Path.Combine(resultFolder, $"{fileName}_individual_tables");
+                                csvWriter.WriteIndividualNoteTablesCsv(noteEntities, individualTablesDir);
+                                LogMessage($"   ✅ 개별 테이블 CSV 저장: {Path.GetFileName(individualTablesDir)}");
+                            }
+
+                            // 통계 CSV
+                            var statisticsCsvPath = Path.Combine(resultFolder, $"{fileName}_note_statistics.csv");
+                            csvWriter.WriteNoteStatisticsToCsv(noteEntities, statisticsCsvPath);
+                            LogMessage($"   ✅ 통계 CSV 저장: {Path.GetFileName(statisticsCsvPath)}");
+
+                            // 첫 번째 테이블이 있는 Note의 내용 출력 (디버깅용)
+                            var firstTableNote = noteEntities.FirstOrDefault(ne => ne.Type == "Note" && !string.IsNullOrEmpty(ne.TableCsv));
+                            if (firstTableNote != null)
+                            {
+                                LogMessage($"   📋 첫 번째 테이블 Note: '{firstTableNote.Text}'");
+                                var tableLines = firstTableNote.TableCsv.Split(new[] { '\n', '\r' }, StringSplitOptions.RemoveEmptyEntries);
+                                LogMessage($"   📋 테이블 행 수: {tableLines.Length}");
+                                for (int i = 0; i < Math.Min(3, tableLines.Length); i++)
+                                {
+                                    var line = tableLines[i];
+                                    if (line.Length > 60) line = line.Substring(0, 60) + "...";
+                                    LogMessage($"      행 {i + 1}: {line}");
+                                }
+                            }
+                        }
+
+                        successCount++;
+                        LogMessage($"   ✅ 성공");
+                    }
+                    catch (Exception ex)
+                    {
+                        failureCount++;
+                        LogMessage($"   ❌ 실패: {ex.Message}");
+                    }
+
+                    processedCount++;
+                    progressBar.Value = processedCount;
+                    
+                    // UI 업데이트를 위한 지연
+                    await Task.Delay(100);
+                }
+
+                LogMessage($"🧪 === Note 추출 테스트 완료 ===");
+                LogMessage($"📊 처리 결과: 성공 {successCount}개, 실패 {failureCount}개");
+                LogMessage($"💾 결과 파일들이 저장되었습니다: {resultFolder}");
+                
+                UpdateStatus($"Note 추출 테스트 완료: 성공 {successCount}개, 실패 {failureCount}개");
+                
+                // 결과 폴더 열기
+                if (successCount > 0)
+                {
+                    try
+                    {
+                        System.Diagnostics.Process.Start("explorer.exe", resultFolder);
+                    }
+                    catch { }
+                }
+            }
+            catch (Exception ex)
+            {
+                LogMessage($"❌ Note 추출 테스트 중 오류: {ex.Message}");
+                UpdateStatus("Note 추출 테스트 중 오류 발생");
+                throw;
+            }
+            finally
+            {
+                try
+                {
+                    TeighaServicesManager.Instance.ForceDisposeServices();
+                    LogMessage("🔄 Teigha 서비스 정리 완료");
+                }
+                catch (Exception ex)
+                {
+                    LogMessage($"⚠️ Teigha 서비스 정리 중 오류: {ex.Message}");
+                }
+            }
+        }
+
+        /// <summary>
+        /// 빌드 시간을 상태바에 표시합니다.
+        /// </summary>
+        private void SetBuildTime()
+        {
+            try
+            {
+                // 현재 실행 파일의 빌드 시간을 가져옵니다
+                var assembly = System.Reflection.Assembly.GetExecutingAssembly();
+                var buildDate = System.IO.File.GetLastWriteTime(assembly.Location);
+                txtBuildTime.Text = $"빌드: {buildDate:yyyy-MM-dd HH:mm}";
+            }
+            catch (Exception ex)
+            {
+                txtBuildTime.Text = "빌드: 알 수 없음";
+                LogMessage($"⚠️ 빌드 시간 조회 오류: {ex.Message}");
+            }
+        }
+
+        /// <summary>
+        /// 교차점 테스트 버튼 클릭 이벤트
+        /// </summary>
+        private void BtnTestIntersection_Click(object sender, RoutedEventArgs e)
+        {
+            try
+            {
+                LogMessage("🔬 교차점 생성 테스트 시작...");
+                UpdateStatus("교차점 테스트 중...");
+                
+                // 테스트 실행
+                IntersectionTestDebugger.RunIntersectionTest();
+                
+                LogMessage("✅ 교차점 테스트 완료 - Debug 창을 확인하세요");
+                UpdateStatus("교차점 테스트 완료");
+            }
+            catch (Exception ex)
+            {
+                LogMessage($"❌ 교차점 테스트 중 오류: {ex.Message}");
+                UpdateStatus("교차점 테스트 중 오류 발생");
+            }
+        }
+
     }
 }

Models/AppSettings.cs

@@ -0,0 +1,9 @@
+namespace DwgExtractorManual.Models
+{
+    public class AppSettings
+    {
+        public string? SourceFolderPath { get; set; }
+        public string? DestinationFolderPath { get; set; }
+        public string? LastExportType { get; set; }
+    }
+}

Models/CsvDataWriter.cs

@@ -0,0 +1,261 @@
+using System;
+using System.Collections.Generic;
+using System.IO;
+using System.Linq;
+using System.Text;
+
+namespace DwgExtractorManual.Models
+{
+    /// <summary>
+    /// Note 데이터를 CSV 파일로 출력하는 클래스
+    /// Note Box 안의 일반 텍스트와 테이블 텍스트를 분리하여 CSV로 출력
+    /// </summary>
+    public class CsvDataWriter
+    {
+        /// <summary>
+        /// Note 박스 안의 일반 텍스트들을 CSV 파일로 저장
+        /// </summary>
+        public void WriteNoteBoxTextToCsv(List<NoteEntityInfo> noteEntities, string filePath)
+        {
+            if (noteEntities == null || noteEntities.Count == 0)
+                return;
+
+            var csvLines = new List<string>();
+            
+            // CSV 헤더 추가
+            csvLines.Add("Type,Layer,Text,X,Y,SortOrder,Path,FileName");
+
+            // Note와 NoteContent 데이터 추출 (테이블 제외)
+            var noteBoxTexts = noteEntities
+                .Where(ne => ne.Type == "Note" || ne.Type == "NoteContent")
+                .OrderBy(ne => ne.SortOrder)
+                .ToList();
+
+            foreach (var noteEntity in noteBoxTexts)
+            {
+                var csvLine = $"{EscapeCsvField(noteEntity.Type)}," +
+                             $"{EscapeCsvField(noteEntity.Layer)}," +
+                             $"{EscapeCsvField(noteEntity.Text)}," +
+                             $"{noteEntity.X:F3}," +
+                             $"{noteEntity.Y:F3}," +
+                             $"{noteEntity.SortOrder}," +
+                             $"{EscapeCsvField(noteEntity.Path)}," +
+                             $"{EscapeCsvField(noteEntity.FileName)}";
+                
+                csvLines.Add(csvLine);
+            }
+
+            // UTF-8 BOM 포함하여 파일 저장 (Excel에서 한글 깨짐 방지)
+            var utf8WithBom = new UTF8Encoding(true);
+            File.WriteAllLines(filePath, csvLines, utf8WithBom);
+        }
+
+        /// <summary>
+        /// Note 박스 안의 테이블 데이터들을 별도 CSV 파일로 저장
+        /// </summary>
+        public void WriteNoteTablesToCsv(List<NoteEntityInfo> noteEntities, string filePath)
+        {
+            if (noteEntities == null || noteEntities.Count == 0)
+                return;
+
+            var allCsvLines = new List<string>();
+            
+            // 테이블 데이터가 있는 Note들 추출
+            var notesWithTables = noteEntities
+                .Where(ne => ne.Type == "Note" && !string.IsNullOrEmpty(ne.TableCsv))
+                .OrderByDescending(ne => ne.Y) // Y 좌표로 정렬 (위에서 아래로)
+                .ToList();
+
+            foreach (var noteWithTable in notesWithTables)
+            {
+                // Note 정보 헤더 추가
+                allCsvLines.Add($"=== NOTE: {noteWithTable.Text} (at {noteWithTable.X:F1}, {noteWithTable.Y:F1}) ===");
+                allCsvLines.Add(""); // 빈 줄
+                
+                // 테이블 CSV 데이터 추가
+                var tableLines = noteWithTable.TableCsv.Split(new[] { '\n', '\r' }, StringSplitOptions.RemoveEmptyEntries);
+                allCsvLines.AddRange(tableLines);
+                
+                // Note 간 구분을 위한 빈 줄들
+                allCsvLines.Add("");
+                allCsvLines.Add("");
+            }
+
+            // UTF-8 BOM 포함하여 파일 저장
+            var utf8WithBom = new UTF8Encoding(true);
+            File.WriteAllLines(filePath, allCsvLines, utf8WithBom);
+        }
+
+        /// <summary>
+        /// Note 박스와 테이블 데이터를 통합하여 하나의 CSV 파일로 저장
+        /// </summary>
+        public void WriteNoteDataToCombinedCsv(List<NoteEntityInfo> noteEntities, string filePath)
+        {
+            if (noteEntities == null || noteEntities.Count == 0)
+                return;
+
+            var csvLines = new List<string>();
+            
+            // CSV 헤더 추가
+            csvLines.Add("Type,Layer,Text,X,Y,SortOrder,TableData,Path,FileName");
+
+            // 모든 Note 관련 데이터를 SortOrder로 정렬
+            var sortedNoteEntities = noteEntities
+                .OrderBy(ne => ne.SortOrder)
+                .ToList();
+
+            foreach (var noteEntity in sortedNoteEntities)
+            {
+                // 테이블 데이터가 있는 경우 이를 별도 필드로 처리
+                var tableData = "";
+                if (noteEntity.Type == "Note" && !string.IsNullOrEmpty(noteEntity.TableCsv))
+                {
+                    // 테이블 CSV 데이터를 하나의 필드로 압축 (줄바꿈을 |로 대체)
+                    tableData = noteEntity.TableCsv.Replace("\n", "|").Replace("\r", "");
+                }
+
+                var csvLine = $"{EscapeCsvField(noteEntity.Type)}," +
+                             $"{EscapeCsvField(noteEntity.Layer)}," +
+                             $"{EscapeCsvField(noteEntity.Text)}," +
+                             $"{noteEntity.X:F3}," +
+                             $"{noteEntity.Y:F3}," +
+                             $"{noteEntity.SortOrder}," +
+                             $"{EscapeCsvField(tableData)}," +
+                             $"{EscapeCsvField(noteEntity.Path)}," +
+                             $"{EscapeCsvField(noteEntity.FileName)}";
+                
+                csvLines.Add(csvLine);
+            }
+
+            // UTF-8 BOM 포함하여 파일 저장
+            var utf8WithBom = new UTF8Encoding(true);
+            File.WriteAllLines(filePath, csvLines, utf8WithBom);
+        }
+
+        /// <summary>
+        /// 각 Note별로 개별 CSV 파일 생성 (테이블이 있는 경우)
+        /// </summary>
+        public void WriteIndividualNoteTablesCsv(List<NoteEntityInfo> noteEntities, string baseDirectory)
+        {
+            if (noteEntities == null || noteEntities.Count == 0)
+                return;
+
+            // 디렉토리가 없으면 생성
+            if (!Directory.Exists(baseDirectory))
+            {
+                Directory.CreateDirectory(baseDirectory);
+            }
+
+            var notesWithTables = noteEntities
+                .Where(ne => ne.Type == "Note" && !string.IsNullOrEmpty(ne.TableCsv))
+                .OrderByDescending(ne => ne.Y)
+                .ToList();
+
+            int noteIndex = 1;
+            foreach (var noteWithTable in notesWithTables)
+            {
+                // 파일명 생성 (특수문자 제거)
+                var safeNoteText = MakeSafeFileName(noteWithTable.Text);
+                var fileName = $"Note_{noteIndex:D2}_{safeNoteText}.csv";
+                var fullPath = Path.Combine(baseDirectory, fileName);
+
+                // 테이블 CSV 데이터를 파일로 저장
+                var tableLines = noteWithTable.TableCsv.Split(new[] { '\n', '\r' }, StringSplitOptions.RemoveEmptyEntries);
+                
+                var utf8WithBom = new UTF8Encoding(true);
+                File.WriteAllLines(fullPath, tableLines, utf8WithBom);
+
+                noteIndex++;
+            }
+        }
+
+        /// <summary>
+        /// CSV 필드에서 특수문자를 이스케이프 처리
+        /// </summary>
+        private string EscapeCsvField(string field)
+        {
+            if (string.IsNullOrEmpty(field))
+                return "";
+
+            // 쉼표, 따옴표, 줄바꿈이 있으면 따옴표로 감싸기
+            if (field.Contains(",") || field.Contains("\"") || field.Contains("\n") || field.Contains("\r"))
+            {
+                return "\"" + field.Replace("\"", "\"\"") + "\"";
+            }
+
+            return field;
+        }
+
+        /// <summary>
+        /// 파일명에 사용할 수 없는 문자들을 제거하여 안전한 파일명 생성
+        /// </summary>
+        private string MakeSafeFileName(string fileName)
+        {
+            if (string.IsNullOrEmpty(fileName))
+                return "Unknown";
+
+            var invalidChars = Path.GetInvalidFileNameChars();
+            var safeFileName = fileName;
+            
+            foreach (var invalidChar in invalidChars)
+            {
+                safeFileName = safeFileName.Replace(invalidChar, '_');
+            }
+
+            // 길이 제한 (Windows 파일명 제한 고려)
+            if (safeFileName.Length > 50)
+            {
+                safeFileName = safeFileName.Substring(0, 50);
+            }
+
+            return safeFileName.Trim();
+        }
+
+        /// <summary>
+        /// Note 데이터 통계 정보를 CSV로 저장
+        /// </summary>
+        public void WriteNoteStatisticsToCsv(List<NoteEntityInfo> noteEntities, string filePath)
+        {
+            if (noteEntities == null || noteEntities.Count == 0)
+                return;
+
+            var csvLines = new List<string>();
+            
+            // 통계 헤더
+            csvLines.Add("Statistic,Count,Details");
+
+            // 전체 Note 개수
+            var totalNotes = noteEntities.Count(ne => ne.Type == "Note");
+            csvLines.Add($"Total Notes,{totalNotes},");
+
+            // 테이블이 있는 Note 개수
+            var notesWithTables = noteEntities.Count(ne => ne.Type == "Note" && !string.IsNullOrEmpty(ne.TableCsv));
+            csvLines.Add($"Notes with Tables,{notesWithTables},");
+
+            // 일반 텍스트만 있는 Note 개수
+            var notesWithTextOnly = totalNotes - notesWithTables;
+            csvLines.Add($"Notes with Text Only,{notesWithTextOnly},");
+
+            // 전체 Note 콘텐츠 개수
+            var totalNoteContents = noteEntities.Count(ne => ne.Type == "NoteContent");
+            csvLines.Add($"Total Note Contents,{totalNoteContents},");
+
+            // 레이어별 분포
+            csvLines.Add(",,");
+            csvLines.Add("Layer Distribution,,");
+            
+            var layerGroups = noteEntities
+                .GroupBy(ne => ne.Layer)
+                .OrderByDescending(g => g.Count())
+                .ToList();
+
+            foreach (var layerGroup in layerGroups)
+            {
+                csvLines.Add($"Layer: {layerGroup.Key},{layerGroup.Count()},");
+            }
+
+            var utf8WithBom = new UTF8Encoding(true);
+            File.WriteAllLines(filePath, csvLines, utf8WithBom);
+        }
+    }
+}

Models/ExcelDataWriter.cs

@@ -62,6 +62,65 @@ namespace DwgExtractorManual.Models
             }
         }
 
+        /// <summary>
+        /// Note 엔터티 데이터를 Excel 시트에 쓰기 (테이블 및 셀 병합 포함)
+        /// </summary>
+        public void WriteNoteEntityData(List<NoteEntityInfo> noteEntityRows)
+        {
+            if (excelManager.NoteEntitiesSheet == null || noteEntityRows == null || noteEntityRows.Count == 0)
+                return;
+
+            int excelRow = 2; // 헤더 다음 행부터 시작
+
+            foreach (var note in noteEntityRows)
+            {
+                // 기본 Note 정보 쓰기
+                excelManager.NoteEntitiesSheet.Cells[excelRow, 1] = note.Type;
+                excelManager.NoteEntitiesSheet.Cells[excelRow, 2] = note.Layer;
+                excelManager.NoteEntitiesSheet.Cells[excelRow, 3] = note.Text;
+                excelManager.NoteEntitiesSheet.Cells[excelRow, 4] = note.X;
+                excelManager.NoteEntitiesSheet.Cells[excelRow, 5] = note.Y;
+                excelManager.NoteEntitiesSheet.Cells[excelRow, 6] = note.SortOrder;
+                excelManager.NoteEntitiesSheet.Cells[excelRow, 8] = note.Path;
+                excelManager.NoteEntitiesSheet.Cells[excelRow, 9] = note.FileName;
+
+                int tableRowCount = 0;
+                if (note.Cells != null && note.Cells.Count > 0)
+                {
+                    // 테이블 데이터 처리
+                    foreach (var cell in note.Cells)
+                    {
+                        int startRow = excelRow + cell.Row;
+                        int startCol = 7 + cell.Column; // G열부터 시작
+                        int endRow = startRow + cell.RowSpan - 1;
+                        int endCol = startCol + cell.ColumnSpan - 1;
+
+                        Excel.Range cellRange = excelManager.NoteEntitiesSheet.Range[
+                            excelManager.NoteEntitiesSheet.Cells[startRow, startCol],
+                            excelManager.NoteEntitiesSheet.Cells[endRow, endCol]];
+                        
+                        // 병합 먼저 수행
+                        if (cell.RowSpan > 1 || cell.ColumnSpan > 1)
+                        {
+                            cellRange.Merge();
+                        }
+
+                        // 값 설정 및 서식 지정
+                        cellRange.Value = cell.CellText;
+                        cellRange.VerticalAlignment = Excel.XlVAlign.xlVAlignCenter;
+                        cellRange.HorizontalAlignment = Excel.XlHAlign.xlHAlignCenter;
+                    }
+                    
+                    // 이 테이블이 차지하는 총 행 수를 계산
+                    tableRowCount = note.Cells.Max(c => c.Row + c.RowSpan);
+                }
+
+                // 다음 Note를 기록할 위치로 이동
+                // 테이블이 있으면 테이블 높이만큼, 없으면 한 칸만 이동
+                excelRow += (tableRowCount > 0) ? tableRowCount : 1;
+            }
+        }
+
         /// <summary>
         /// <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD>͸<EFBFBD> Excel <20><>Ʈ<EFBFBD><C6AE> <20><><EFBFBD>
         /// </summary>
@@ -144,8 +203,8 @@ namespace DwgExtractorManual.Models
                 
                 for (int row = 2; row <= lastRow; row++)
                 {
-                    var cellFileName = excelManager.MappingSheet.Cells[row, 1]?.Value?.ToString() ?? "";
+                    var cellFileName = ((Excel.Range)excelManager.MappingSheet.Cells[row, 1]).Value?.ToString() ?? "";
-                    var cellAiLabel = excelManager.MappingSheet.Cells[row, 3]?.Value?.ToString() ?? "";
+                    var cellAiLabel = ((Excel.Range)excelManager.MappingSheet.Cells[row, 3]).Value?.ToString() ?? "";
                     
                     if (string.Equals(cellFileName.Trim(), fileName.Trim(), StringComparison.OrdinalIgnoreCase) &&
                         string.Equals(cellAiLabel.Trim(), aiLabel.Trim(), StringComparison.OrdinalIgnoreCase))
@@ -278,6 +337,7 @@ namespace DwgExtractorManual.Models
 
         /// <summary>
         /// Note 엔티티들을 Excel 워크시트에 기록합니다 (기존 데이터 아래에 추가).
+        /// CellBoundary 데이터를 사용하여 병합된 셀의 텍스트를 적절히 처리합니다.
         /// </summary>
         public void WriteNoteEntities(List<NoteEntityInfo> noteEntities, Excel.Worksheet worksheet, string fileName)
         {
@@ -307,18 +367,28 @@ namespace DwgExtractorManual.Models
                 int startRow = lastRow + 2; // 한 줄 띄우고 시작
                 Debug.WriteLine($"[DEBUG] Note 데이터 기록 시작: {startRow}행부터 {noteEntities.Count}개 항목");
 
-                // Note 섹션 헤더 추가 (간단한 방식으로 변경)
+                // Note 섹션 헤더 추가 (표 컬럼 포함)
                 try
                 {
-                    worksheet.Cells[startRow - 1, 1] = "=== Notes ===";
+                    worksheet.Cells[startRow - 1, 1] = "=== Notes (with Cell Boundary Tables) ===";
                     worksheet.Cells[startRow - 1, 2] = "";
                     worksheet.Cells[startRow - 1, 3] = "";
                     worksheet.Cells[startRow - 1, 4] = "";
                     worksheet.Cells[startRow - 1, 5] = "";
                     worksheet.Cells[startRow - 1, 6] = "";
                     
+                    // 표 컬럼 헤더 추가 (G열부터 최대 20개 컬럼)
+                    for (int col = 7; col <= 26; col++) // G~Z열 (20개 컬럼)
+                    {
+                        worksheet.Cells[startRow - 1, col] = $"Table Col {col - 6}";
+                        var tableHeaderCell = (Excel.Range)worksheet.Cells[startRow - 1, col];
+                        tableHeaderCell.Font.Bold = true;
+                        tableHeaderCell.Interior.Color = System.Drawing.ColorTranslator.ToOle(System.Drawing.Color.LightBlue);
+                        tableHeaderCell.Font.Size = 9; // 작은 폰트로 설정
+                    }
+                    
                     // 헤더 스타일 적용 (개별 셀로 처리)
-                    var headerCell = worksheet.Cells[startRow - 1, 1];
+                    var headerCell = (Excel.Range)worksheet.Cells[startRow - 1, 1];
                     headerCell.Font.Bold = true;
                     headerCell.Interior.Color = System.Drawing.ColorTranslator.ToOle(System.Drawing.Color.LightYellow);
                 }
@@ -327,29 +397,130 @@ namespace DwgExtractorManual.Models
                     Debug.WriteLine($"[DEBUG] Note 헤더 작성 오류: {ex.Message}");
                 }
 
-                // Note 데이터 입력 (배치 방식으로 성능 향상)
+                // Note 데이터 입력 (CellBoundary 데이터 사용)
                 int row = startRow;
                 try
                 {
                     foreach (var noteEntity in noteEntities)
                     {
+                        // 기본 Note 정보 입력 (F열까지)
                         worksheet.Cells[row, 1] = 0; // Height는 0으로 설정
                         worksheet.Cells[row, 2] = noteEntity.Type ?? "";
                         worksheet.Cells[row, 3] = noteEntity.Layer ?? "";
                         worksheet.Cells[row, 4] = ""; // Tag는 빈 값
                         worksheet.Cells[row, 5] = fileName ?? "";
-                        worksheet.Cells[row, 6] = noteEntity.Text ?? "";
+                        worksheet.Cells[row, 6] = noteEntity.Text ?? ""; // 일반 텍스트만 (표 데이터 제외)
+
+                        int currentRow = row; // 현재 처리 중인 행 번호
                         
-                        // "NOTE" 타입인 경우 행 배경색 변경
+                        // CellBoundary 데이터가 있으면 G열부터 테이블 데이터 처리
+                        if (noteEntity.CellBoundaries != null && noteEntity.CellBoundaries.Count > 0)
+                        {
+                            Debug.WriteLine($"[DEBUG] CellBoundary 데이터 처리: Row {row}, 셀 수={noteEntity.CellBoundaries.Count}");
+                            
+                            // CellBoundary의 각 셀을 해당 위치에 직접 배치
+                            int maxTableRow = 0;
+                            foreach (var cellBoundary in noteEntity.CellBoundaries)
+                            {
+                                var (cellRow, cellCol) = ParseRowColFromLabel(cellBoundary.Label);
+                                Debug.WriteLine($"[DEBUG] CellBoundary 처리: {cellBoundary.Label} → Row={cellRow}, Col={cellCol}, Text='{cellBoundary.CellText}'");
+                                
+                                if (cellRow > 0 && cellCol > 0)
+                                {
+                                    // Excel에서 테이블 위치 계산: 
+                                    // R1 → Note의 현재 행 (currentRow)
+                                    // R2 → Note의 다음 행 (currentRow + 1)
+                                    // C1 → G열(7), C2 → H열(8)
+                                    int excelRow = currentRow + (cellRow - 1); // R1=currentRow, R2=currentRow+1, ...
+                                    int excelCol = 7 + (cellCol - 1); // C1=G열(7), C2=H열(8), ...
+                                    
+                                    Debug.WriteLine($"[DEBUG] Excel 위치: {cellBoundary.Label} → Excel[{excelRow},{excelCol}]");
+                                    
+                                    // Excel 범위 체크 (최대 20개 컬럼까지)
+                                    if (excelCol <= 26) // Z열까지
+                                    {
+                                        // CellText가 비어있어도 일단 배치해보기 (디버그용)
+                                        var cellValue = string.IsNullOrEmpty(cellBoundary.CellText) ? "[빈셀]" : cellBoundary.CellText;
+                                        worksheet.Cells[excelRow, excelCol] = cellValue;
+                                        Debug.WriteLine($"[DEBUG] ✅ 셀 배치 완료: {cellBoundary.Label} → Excel[{excelRow},{excelCol}] = '{cellValue}'");
+                                    }
+                                    else
+                                    {
+                                        Debug.WriteLine($"[DEBUG] ❌ Excel 컬럼 범위 초과: {excelCol} > 26");
+                                    }
+                                    
+                                    // 테이블이 차지하는 최대 행 수 추적
+                                    maxTableRow = Math.Max(maxTableRow, cellRow);
+                                }
+                                else
+                                {
+                                    Debug.WriteLine($"[DEBUG] ❌ 잘못된 Row/Col: {cellBoundary.Label} → Row={cellRow}, Col={cellCol}");
+                                }
+                            }
+                            
+                            // 테이블이 여러 행을 차지하는 경우 currentRow 업데이트
+                            if (maxTableRow > 1)
+                            {
+                                currentRow += (maxTableRow - 1);
+                                Debug.WriteLine($"[DEBUG] 테이블 행 수만큼 currentRow 업데이트: +{maxTableRow - 1} → {currentRow}");
+                            }
+                        }
+                        else if (!string.IsNullOrEmpty(noteEntity.TableCsv))
+                        {
+                            // 기존 TableCsv 방식 (백업용)
+                            var tableRows = noteEntity.TableCsv.Split(new[] { '\n', '\r' }, StringSplitOptions.RemoveEmptyEntries);
+                            Debug.WriteLine($"[DEBUG] 기존 표 데이터 처리: Row {row}, 표 행 수={tableRows.Length}");
+                            
+                            for (int tableRowIndex = 0; tableRowIndex < tableRows.Length; tableRowIndex++)
+                            {
+                                var tableCells = tableRows[tableRowIndex].Split(',');
+                                
+                                // 각 셀을 G열부터 배치 (최대 15개 컬럼까지)
+                                for (int cellIndex = 0; cellIndex < Math.Min(tableCells.Length, 15); cellIndex++)
+                                {
+                                    var cellValue = tableCells[cellIndex].Trim().Trim('"'); // 따옴표 제거
+                                    worksheet.Cells[currentRow, 7 + cellIndex] = cellValue; // G열(7)부터 시작
+                                }
+                                
+                                // 표의 첫 번째 행이 아니면 새로운 Excel 행 추가
+                                if (tableRowIndex > 0)
+                                {
+                                    currentRow++;
+                                    // 새로운 행에는 기본 Note 정보 복사 (Type, Layer 등)
+                                    worksheet.Cells[currentRow, 1] = 0;
+                                    worksheet.Cells[currentRow, 2] = noteEntity.Type ?? "";
+                                    worksheet.Cells[currentRow, 3] = noteEntity.Layer ?? "";
+                                    worksheet.Cells[currentRow, 4] = "";
+                                    worksheet.Cells[currentRow, 5] = fileName ?? "";
+                                    worksheet.Cells[currentRow, 6] = "(continued)"; // 연속 표시
+                                }
+                                
+                                Debug.WriteLine($"[DEBUG] 표 행 {tableRowIndex + 1}/{tableRows.Length}: Excel Row {currentRow}, 셀 수={tableCells.Length}");
+                            }
+                        }
+                        
+                        // "NOTE" 타입인 경우 행 배경색 변경 (표 영역 포함)
                         if (noteEntity.Type == "Note")
                         {
-                            Excel.Range noteRowRange = worksheet.Range[worksheet.Cells[row, 1], worksheet.Cells[row, 6]];
+                            Excel.Range noteRowRange = worksheet.Range[worksheet.Cells[row, 1], worksheet.Cells[currentRow, 26]]; // Z열까지
                             noteRowRange.Interior.Color = System.Drawing.ColorTranslator.ToOle(System.Drawing.Color.LightYellow);
                             noteRowRange.Font.Bold = true;
                         }
 
-                        Debug.WriteLine($"[DEBUG] Excel 기록: Row {row}, Order {noteEntity.SortOrder}, Type {noteEntity.Type}, Pos({noteEntity.X:F1},{noteEntity.Y:F1}), Text: '{noteEntity.Text}'");
+                        Debug.WriteLine($"[DEBUG] Excel 기록: Row {row}~{currentRow}, Order {noteEntity.SortOrder}, Type {noteEntity.Type}, Pos({noteEntity.X:F1},{noteEntity.Y:F1}), Text: '{noteEntity.Text}', HasCellBoundaries: {noteEntity.CellBoundaries?.Count > 0} (Count: {noteEntity.CellBoundaries?.Count ?? 0}), HasTableCsv: {!string.IsNullOrEmpty(noteEntity.TableCsv)}");
-                        row++;
+                        
+                        // CellBoundaries 상세 디버그
+                        if (noteEntity.CellBoundaries != null && noteEntity.CellBoundaries.Count > 0)
+                        {
+                            Debug.WriteLine($"[DEBUG] CellBoundaries 상세:");
+                            foreach (var cb in noteEntity.CellBoundaries.Take(5)) // 처음 5개만 출력
+                            {
+                                Debug.WriteLine($"[DEBUG]   {cb.Label}: '{cb.CellText}'");
+                            }
+                        }
+                        
+                        // 다음 Note는 현재 행의 다음 행부터 시작
+                        row = currentRow + 1;
                     }
                     
                     Debug.WriteLine($"[DEBUG] Note 데이터 기록 완료: {row - startRow}개 항목");
@@ -377,5 +548,46 @@ namespace DwgExtractorManual.Models
                 throw; // 상위로 예외 전파
             }
         }
+
+
+        /// <summary>
+        /// 라벨에서 Row, Col 정보를 파싱합니다. 
+        /// 예: "R1C2" → (1, 2) 또는 "R2C2→R3C4" → (2, 2) (시작 위치 사용)
+        /// </summary>
+        private (int row, int col) ParseRowColFromLabel(string label)
+        {
+            try
+            {
+                if (string.IsNullOrEmpty(label))
+                    return (0, 0);
+
+                // "R2C2→R3C4" 형태인 경우 시작 부분만 사용
+                var startPart = label;
+                if (label.Contains("→"))
+                {
+                    startPart = label.Split('→')[0];
+                }
+
+                var rIndex = startPart.IndexOf('R');
+                var cIndex = startPart.IndexOf('C');
+                
+                if (rIndex >= 0 && cIndex > rIndex)
+                {
+                    var rowStr = startPart.Substring(rIndex + 1, cIndex - rIndex - 1);
+                    var colStr = startPart.Substring(cIndex + 1);
+                    
+                    if (int.TryParse(rowStr, out int row) && int.TryParse(colStr, out int col))
+                    {
+                        return (row, col);
+                    }
+                }
+                
+                return (0, 0);
+            }
+            catch
+            {
+                return (0, 0);
+            }
+        }
     }
 }

Models/ExcelManager.cs

@@ -7,7 +7,7 @@ using Excel = Microsoft.Office.Interop.Excel;
 namespace DwgExtractorManual.Models
 {
     /// <summary>
-    /// Excel COM <20><>ü <20><><EFBFBD><EFBFBD> <20><> <20>⺻ <20>۾<EFBFBD><DBBE><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD>ϴ<EFBFBD> Ŭ<><C5AC><EFBFBD><EFBFBD>
+    /// Excel COM <20><>ü <20><><EFBFBD><EFBFBD> <20><> <20>⺻ <20>۾<EFBFBD><DBBE><EFBFBD> <20><><EFBFBD><EFBFBD>ϴ<EFBFBD> Ŭ<><C5AC><EFBFBD><EFBFBD>
     /// </summary>
     internal class ExcelManager : IDisposable
     {
@@ -17,10 +17,11 @@ namespace DwgExtractorManual.Models
         
         public Excel.Worksheet? TitleBlockSheet { get; private set; }
         public Excel.Worksheet? TextEntitiesSheet { get; private set; }
+        public Excel.Worksheet? NoteEntitiesSheet { get; private set; }
         public Excel.Worksheet? MappingSheet { get; private set; }
 
         /// <summary>
-        /// Excel <20><><EFBFBD>ø<EFBFBD><C3B8><EFBFBD><EFBFBD>̼<EFBFBD> <20><> <20><>ũ<EFBFBD><C5A9>Ʈ <20>ʱ<EFBFBD>ȭ
+        /// Excel <20><><EFBFBD>ø<EFBFBD><C3B8><EFBFBD><EFBFBD>̼<EFBFBD> <20><> <20><>ũ<EFBFBD><C5A9>Ʈ <20>ʱ<EFBFBD>ȭ
         /// </summary>
         public void InitializeExcel()
         {
@@ -28,21 +29,26 @@ namespace DwgExtractorManual.Models
             {
                 var excelApp = new Excel.Application();
                 ExcelApplication = excelApp;
-                ExcelApplication.Visible = false; // WPF<50><46><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD> ó<><C3B3>
+                ExcelApplication.Visible = false; // WPF<50><46><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD> ó<><C3B3>
                 Excel.Workbook workbook = excelApp.Workbooks.Add();
                 TitleBlockWorkbook = workbook;
 
-                // Title Block Sheet <20><><EFBFBD><EFBFBD> (<28>⺻ Sheet1)
+                // Title Block Sheet <20><><EFBFBD><EFBFBD> (<28>⺻ Sheet1)
                 TitleBlockSheet = (Excel.Worksheet)workbook.Sheets[1];
                 TitleBlockSheet.Name = "Title Block";
                 SetupTitleBlockHeaders();
 
-                // Text Entities Sheet <20>߰<EFBFBD>
+                // Text Entities Sheet <20>߰<EFBFBD>
                 TextEntitiesSheet = (Excel.Worksheet)workbook.Sheets.Add();
                 TextEntitiesSheet.Name = "Text Entities";
                 SetupTextEntitiesHeaders();
 
-                // <EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD>Ϳ<EFBFBD> <20><>ũ<EFBFBD><C5A9> <20><> <20><>Ʈ <20><><EFBFBD><EFBFBD>
+                // Note Entities Sheet <20>߰<EFBFBD>
+                NoteEntitiesSheet = (Excel.Worksheet)workbook.Sheets.Add();
+                NoteEntitiesSheet.Name = "Note Entities";
+                SetupNoteEntitiesHeaders();
+
+                // <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD>Ϳ<EFBFBD> <20><>ũ<EFBFBD><C5A9> <20><> <20><>Ʈ <20><><EFBFBD><EFBFBD>
                 MappingWorkbook = excelApp.Workbooks.Add();
                 MappingSheet = (Excel.Worksheet)MappingWorkbook.Sheets[1];
                 MappingSheet.Name = "Mapping Data";
@@ -50,14 +56,14 @@ namespace DwgExtractorManual.Models
             }
             catch (System.Exception ex)
             {
-                Debug.WriteLine($"Excel <20>ʱ<EFBFBD>ȭ <20><> <20><><EFBFBD><EFBFBD> <20>߻<EFBFBD>: {ex.Message}");
+                Debug.WriteLine($"Excel <20>ʱ<EFBFBD>ȭ <20><> <20><><EFBFBD><EFBFBD> <20>߻<EFBFBD>: {ex.Message}");
                 ReleaseExcelObjects();
                 throw;
             }
         }
 
         /// <summary>
-        /// <20><><EFBFBD><EFBFBD> Excel <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD> <20><>Ʈ<EFBFBD><C6AE> <20><><EFBFBD><EFBFBD>
+        /// <20><><EFBFBD><EFBFBD> Excel <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD> <20><>Ʈ<EFBFBD><C6AE> <20><><EFBFBD><EFBFBD>
         /// </summary>
         public bool OpenExistingFile(string excelFilePath)
         {
@@ -65,7 +71,7 @@ namespace DwgExtractorManual.Models
             {
                 if (!File.Exists(excelFilePath))
                 {
-                    Debug.WriteLine($"? Excel <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20>ʽ<EFBFBD><CABD>ϴ<EFBFBD>: {excelFilePath}");
+                    Debug.WriteLine($"? Excel <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20>ʽ<EFBFBD><CABD>ϴ<EFBFBD>: {excelFilePath}");
                     return false;
                 }
 
@@ -80,7 +86,7 @@ namespace DwgExtractorManual.Models
                 
                 if (MappingSheet == null)
                 {
-                    Debug.WriteLine("? 'Mapping Data' <20><>Ʈ<EFBFBD><C6AE> ã<><C3A3> <20><> <20><><EFBFBD><EFBFBD><EFBFBD>ϴ<EFBFBD>.");
+                    Debug.WriteLine("? 'Mapping Data' <20><>Ʈ<EFBFBD><C6AE> ã<><C3A3> <20><> <20><><EFBFBD><EFBFBD><EFBFBD>ϴ<EFBFBD>.");
                     return false;
                 }
 
@@ -88,13 +94,13 @@ namespace DwgExtractorManual.Models
             }
             catch (System.Exception ex)
             {
-                Debug.WriteLine($"? Excel <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD> <20><> <20><><EFBFBD><EFBFBD>: {ex.Message}");
+                Debug.WriteLine($"? Excel <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD> <20><> <20><><EFBFBD><EFBFBD>: {ex.Message}");
                 return false;
             }
         }
 
         /// <summary>
-        /// <20><><EFBFBD>ο<EFBFBD> <20><>ũ<EFBFBD><C5A9> <20><><EFBFBD><EFBFBD> (Height <20><><EFBFBD>Ŀ<EFBFBD>)
+        /// <20><><EFBFBD>ο<EFBFBD> <20><>ũ<EFBFBD><C5A9> <20><><EFBFBD><EFBFBD> (Height <20><><EFBFBD>Ŀ<EFBFBD>)
         /// </summary>
         public Excel.Workbook CreateNewWorkbook()
         {
@@ -106,62 +112,83 @@ namespace DwgExtractorManual.Models
             return ExcelApplication.Workbooks.Add();
         }
 
-        // Title Block <20><>Ʈ <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD>
+        // Title Block <20><>Ʈ <20><><EFBFBD> <20><><EFBFBD><EFBFBD>
         private void SetupTitleBlockHeaders()
         {
             if (TitleBlockSheet == null) return;
 
-            TitleBlockSheet.Cells[1, 1] = "Type";      // <20><>: AttributeReference, AttributeDefinition
+            TitleBlockSheet.Cells[1, 1] = "Type";      // <20><>: AttributeReference, AttributeDefinition
-            TitleBlockSheet.Cells[1, 2] = "Name";      // BlockReference <20≯<EFBFBD> <20>Ǵ<EFBFBD> BlockDefinition <20≯<EFBFBD>
+            TitleBlockSheet.Cells[1, 2] = "Name";      // BlockReference <20≯<EFBFBD> <20>Ǵ<EFBFBD> BlockDefinition <20≯<EFBFBD>
             TitleBlockSheet.Cells[1, 3] = "Tag";       // Attribute Tag
             TitleBlockSheet.Cells[1, 4] = "Prompt";    // Attribute Prompt
-            TitleBlockSheet.Cells[1, 5] = "Value";     // Attribute <20><> (TextString)
+            TitleBlockSheet.Cells[1, 5] = "Value";     // Attribute <20><> (TextString)
-            TitleBlockSheet.Cells[1, 6] = "Path";      // <20><><EFBFBD><EFBFBD> DWG <20><><EFBFBD><EFBFBD> <20><>ü <20><><EFBFBD><EFBFBD>
+            TitleBlockSheet.Cells[1, 6] = "Path";      // <20><><EFBFBD><EFBFBD> DWG <20><><EFBFBD><EFBFBD> <20><>ü <20><><EFBFBD>
-            TitleBlockSheet.Cells[1, 7] = "FileName";  // <20><><EFBFBD><EFBFBD> DWG <20><><EFBFBD><EFBFBD> <20≯<EFBFBD><CCB8><EFBFBD>
+            TitleBlockSheet.Cells[1, 7] = "FileName";  // <20><><EFBFBD><EFBFBD> DWG <20><><EFBFBD><EFBFBD> <20≯<EFBFBD><CCB8><EFBFBD>
 
-            // <20><><EFBFBD><EFBFBD> <20><> <20><>Ÿ<EFBFBD><C5B8>
+            // <20><><EFBFBD> <20><> <20><>Ÿ<EFBFBD><C5B8>
             Excel.Range headerRange = TitleBlockSheet.Range["A1:G1"];
             headerRange.Font.Bold = true;
             headerRange.Interior.Color = System.Drawing.ColorTranslator.ToOle(System.Drawing.Color.LightBlue);
         }
 
-        // Text Entities <20><>Ʈ <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD>
+        // Text Entities <20><>Ʈ <20><><EFBFBD> <20><><EFBFBD><EFBFBD>
         private void SetupTextEntitiesHeaders()
         {
             if (TextEntitiesSheet == null) return;
 
             TextEntitiesSheet.Cells[1, 1] = "Type";      // DBText, MText
-            TextEntitiesSheet.Cells[1, 2] = "Layer";     // Layer <20≯<EFBFBD>
+            TextEntitiesSheet.Cells[1, 2] = "Layer";     // Layer <20≯<EFBFBD>
-            TextEntitiesSheet.Cells[1, 3] = "Text";      // <20><><EFBFBD><EFBFBD> <20>ؽ<EFBFBD>Ʈ <20><><EFBFBD><EFBFBD>
+            TextEntitiesSheet.Cells[1, 3] = "Text";      // <20><><EFBFBD><EFBFBD> <20>ؽ<EFBFBD>Ʈ <20><><EFBFBD><EFBFBD>
-            TextEntitiesSheet.Cells[1, 4] = "Path";      // <20><><EFBFBD><EFBFBD> DWG <20><><EFBFBD><EFBFBD> <20><>ü <20><><EFBFBD><EFBFBD>
+            TextEntitiesSheet.Cells[1, 4] = "Path";      // <20><><EFBFBD><EFBFBD> DWG <20><><EFBFBD><EFBFBD> <20><>ü <20><><EFBFBD>
-            TextEntitiesSheet.Cells[1, 5] = "FileName";  // <20><><EFBFBD><EFBFBD> DWG <20><><EFBFBD><EFBFBD> <20≯<EFBFBD><CCB8><EFBFBD>
+            TextEntitiesSheet.Cells[1, 5] = "FileName";  // <20><><EFBFBD><EFBFBD> DWG <20><><EFBFBD><EFBFBD> <20≯<EFBFBD><CCB8><EFBFBD>
 
-            // <20><><EFBFBD><EFBFBD> <20><> <20><>Ÿ<EFBFBD><C5B8>
+            // <20><><EFBFBD> <20><> <20><>Ÿ<EFBFBD><C5B8>
             Excel.Range headerRange = TextEntitiesSheet.Range["A1:E1"];
             headerRange.Font.Bold = true;
             headerRange.Interior.Color = System.Drawing.ColorTranslator.ToOle(System.Drawing.Color.LightGreen);
         }
 
-        // <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20><>Ʈ <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD>
+        // <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20><>Ʈ <20><><EFBFBD> <20><><EFBFBD><EFBFBD>
         private void SetupMappingHeaders()
         {
             if (MappingSheet == null) return;
 
-            MappingSheet.Cells[1, 1] = "FileName";   // <20><><EFBFBD><EFBFBD> <20≯<EFBFBD>
+            MappingSheet.Cells[1, 1] = "FileName";   // <20><><EFBFBD><EFBFBD> <20≯<EFBFBD>
-            MappingSheet.Cells[1, 2] = "MapKey";     // <20><><EFBFBD><EFBFBD> Ű
+            MappingSheet.Cells[1, 2] = "MapKey";     // <20><><EFBFBD><EFBFBD> Ű
-            MappingSheet.Cells[1, 3] = "AILabel";    // AI <20><><EFBFBD><EFBFBD>
+            MappingSheet.Cells[1, 3] = "AILabel";    // AI <20><>
             MappingSheet.Cells[1, 4] = "DwgTag";    // DWG Tag
-            MappingSheet.Cells[1, 5] = "Att_value";  // DWG <20><>
+            MappingSheet.Cells[1, 5] = "Att_value";  // DWG <20><>
-            MappingSheet.Cells[1, 6] = "Pdf_value";  // PDF <20><> (<28><><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20><> <20><>)
+            MappingSheet.Cells[1, 6] = "Pdf_value";  // PDF <20><> (<28><><EFBFBD><EFBFBD><EFBFBD> <20><> <20><>)
 
-            // <20><><EFBFBD><EFBFBD> <20><> <20><>Ÿ<EFBFBD><C5B8>
+            // <20><><EFBFBD> <20><> <20><>Ÿ<EFBFBD><C5B8>
             Excel.Range headerRange = MappingSheet.Range["A1:F1"];
             headerRange.Font.Bold = true;
             headerRange.Interior.Color = System.Drawing.ColorTranslator.ToOle(System.Drawing.Color.LightYellow);
         }
 
+        // Note Entities <20><>Ʈ <20><><EFBFBD> <20><><EFBFBD><EFBFBD>
+        private void SetupNoteEntitiesHeaders()
+        {
+            if (NoteEntitiesSheet == null) return;
+
+            NoteEntitiesSheet.Cells[1, 1] = "Type";       // Note, NoteContent
+            NoteEntitiesSheet.Cells[1, 2] = "Layer";      // Layer <20≯<EFBFBD>
+            NoteEntitiesSheet.Cells[1, 3] = "Text";       // <20><><EFBFBD><EFBFBD> <20>ؽ<EFBFBD>Ʈ <20><><EFBFBD><EFBFBD>
+            NoteEntitiesSheet.Cells[1, 4] = "X";          // X <20><>ǥ
+            NoteEntitiesSheet.Cells[1, 5] = "Y";          // Y <20><>ǥ
+            NoteEntitiesSheet.Cells[1, 6] = "SortOrder";  // <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD>
+            NoteEntitiesSheet.Cells[1, 7] = "TableCsv";   // <20><><EFBFBD>̺<EFBFBD> CSV <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
+            NoteEntitiesSheet.Cells[1, 8] = "Path";       // <20><><EFBFBD><EFBFBD> DWG <20><><EFBFBD><EFBFBD> <20><>ü <20><><EFBFBD>
+            NoteEntitiesSheet.Cells[1, 9] = "FileName";   // <20><><EFBFBD><EFBFBD> DWG <20><><EFBFBD><EFBFBD> <20≯<EFBFBD><CCB8><EFBFBD>
+
+            // <20><><EFBFBD> <20><> <20><>Ÿ<EFBFBD><C5B8>
+            Excel.Range headerRange = NoteEntitiesSheet.Range["A1:I1"];
+            headerRange.Font.Bold = true;
+            headerRange.Interior.Color = System.Drawing.ColorTranslator.ToOle(System.Drawing.Color.LightCoral);
+        }
+
         /// <summary>
-        /// <20><>ũ<EFBFBD><C5A9> <20><><EFBFBD><EFBFBD>
+        /// <20><>ũ<EFBFBD><C5A9> <20><><EFBFBD><EFBFBD>
         /// </summary>
         public bool SaveWorkbook(Excel.Workbook? workbook = null)
         {
@@ -189,13 +216,13 @@ namespace DwgExtractorManual.Models
             }
             catch (System.Exception ex)
             {
-                Debug.WriteLine($"? Excel <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD> <20><> <20><><EFBFBD><EFBFBD>: {ex.Message}");
+                Debug.WriteLine($"? Excel <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD> <20><> <20><><EFBFBD><EFBFBD>: {ex.Message}");
                 return false;
             }
         }
 
         /// <summary>
-        /// <20><>ũ<EFBFBD><C5A9><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20><><EFBFBD>ο<EFBFBD> <20><><EFBFBD><EFBFBD>
+        /// <20><>ũ<EFBFBD><C5A9><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20><>ο<EFBFBD> <20><><EFBFBD><EFBFBD>
         /// </summary>
         public void SaveWorkbookAs(Excel.Workbook? workbook, string savePath)
         {
@@ -213,14 +240,14 @@ namespace DwgExtractorManual.Models
         }
 
         /// <summary>
-        /// Excel <20><>Ʈ<EFBFBD><C6AE><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20><> <20>ִ<EFBFBD> <20><>ȿ<EFBFBD><C8BF> <20≯<EFBFBD><CCB8><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD>մϴ<D5B4>.
+        /// Excel <20><>Ʈ<EFBFBD><C6AE><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD> <20><> <20>ִ<EFBFBD> <20><>ȿ<EFBFBD><C8BF> <20≯<EFBFBD><CCB8><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD>մϴ<D5B4>.
         /// </summary>
         public string GetValidSheetName(string originalName)
         {
             if (string.IsNullOrEmpty(originalName))
                 return "Sheet";
                 
-            // Excel <20><>Ʈ<EFBFBD><C6AE><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20>ʴ<EFBFBD> <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD>
+            // Excel <20><>Ʈ<EFBFBD><C6AE><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20>ʴ<EFBFBD> <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD>
             string validName = originalName;
             char[] invalidChars = { '\\', '/', '?', '*', '[', ']', ':' };
             
@@ -229,7 +256,7 @@ namespace DwgExtractorManual.Models
                 validName = validName.Replace(c, '_');
             }
             
-            // 31<33>ڷ<EFBFBD> <20><><EFBFBD><EFBFBD> (Excel <20><>Ʈ<EFBFBD><C6AE> <20>ִ<EFBFBD> <20><><EFBFBD><EFBFBD>)
+            // 31<33>ڷ<EFBFBD> <20><><EFBFBD><EFBFBD> (Excel <20><>Ʈ<EFBFBD><C6AE> <20>ִ<EFBFBD> <20><><EFBFBD><EFBFBD>)
             if (validName.Length > 31)
             {
                 validName = validName.Substring(0, 31);
@@ -261,6 +288,7 @@ namespace DwgExtractorManual.Models
         {
             ReleaseComObject(TitleBlockSheet);
             ReleaseComObject(TextEntitiesSheet);
+            ReleaseComObject(NoteEntitiesSheet);
             ReleaseComObject(MappingSheet);
             ReleaseComObject(TitleBlockWorkbook);
             ReleaseComObject(MappingWorkbook);
@@ -268,6 +296,7 @@ namespace DwgExtractorManual.Models
 
             TitleBlockSheet = null;
             TextEntitiesSheet = null;
+            NoteEntitiesSheet = null;
             MappingSheet = null;
             TitleBlockWorkbook = null;
             MappingWorkbook = null;
@@ -285,7 +314,7 @@ namespace DwgExtractorManual.Models
             }
             catch (System.Exception)
             {
-                // <20><><EFBFBD><EFBFBD> <20><> <20><><EFBFBD><EFBFBD> <20>߻<EFBFBD> <20><> <20><><EFBFBD><EFBFBD>
+                // <20><><EFBFBD><EFBFBD> <20><> <20><><EFBFBD><EFBFBD> <20>߻<EFBFBD> <20><> <20><><EFBFBD><EFBFBD>
             }
         }
 
@@ -293,16 +322,16 @@ namespace DwgExtractorManual.Models
         {
             try
             {
-                Debug.WriteLine("[DEBUG] ExcelManager Dispose <20><><EFBFBD><EFBFBD>");
+                Debug.WriteLine("[DEBUG] ExcelManager Dispose <20><><EFBFBD><EFBFBD>");
                 CloseWorkbooks();
                 ReleaseExcelObjects();
                 GC.Collect();
                 GC.WaitForPendingFinalizers();
-                Debug.WriteLine("[DEBUG] ExcelManager Dispose <20>Ϸ<EFBFBD>");
+                Debug.WriteLine("[DEBUG] ExcelManager Dispose <20>Ϸ<EFBFBD>");
             }
             catch (System.Exception ex)
             {
-                Debug.WriteLine($"[DEBUG] ExcelManager Dispose <20><> <20><><EFBFBD><EFBFBD>: {ex.Message}");
+                Debug.WriteLine($"[DEBUG] ExcelManager Dispose <20><> <20><><EFBFBD><EFBFBD>: {ex.Message}");
             }
         }
     }

Models/ExportExcel.cs

@@ -17,7 +17,7 @@ namespace DwgExtractorManual.Models
     {
         // 컴포넌트들
         private readonly ExcelManager excelManager;
-        private readonly DwgDataExtractor dwgExtractor;
+        public readonly DwgDataExtractor DwgExtractor;
         private readonly JsonDataProcessor jsonProcessor;
         private readonly ExcelDataWriter excelWriter;
         private readonly FieldMapper fieldMapper;
@@ -29,7 +29,7 @@ namespace DwgExtractorManual.Models
         private Dictionary<string, Dictionary<string, (string, string, string, string)>> FileToMapkeyToLabelTagValuePdf 
             = new Dictionary<string, Dictionary<string, (string, string, string, string)>>();
 
-        readonly List<string> MapKeys;
+        readonly List<string>? MapKeys;
 
         /// <summary>
         /// 생성자: 모든 컴포넌트 초기화
@@ -41,7 +41,7 @@ namespace DwgExtractorManual.Models
                 Debug.WriteLine("🔄 FieldMapper 로딩 중: mapping_table_json.json...");
                 fieldMapper = FieldMapper.LoadFromFile("fletimageanalysis/mapping_table_json.json");
                 Debug.WriteLine("✅ FieldMapper 로딩 성공");
-                MapKeys = fieldMapper.GetAllDocAiKeys();
+                MapKeys = fieldMapper.GetAllDocAiKeys() ?? new List<string>();
                 Debug.WriteLine($"📊 총 DocAI 키 개수: {MapKeys?.Count ?? 0}");
 
                 // 매핑 테스트 (디버깅용)
@@ -52,7 +52,7 @@ namespace DwgExtractorManual.Models
 
                 // 컴포넌트들 초기화
                 excelManager = new ExcelManager();
-                dwgExtractor = new DwgDataExtractor(fieldMapper);
+                DwgExtractor = new DwgDataExtractor(fieldMapper);
                 jsonProcessor = new JsonDataProcessor();
                 excelWriter = new ExcelDataWriter(excelManager);
 
@@ -88,7 +88,7 @@ namespace DwgExtractorManual.Models
             try
             {
                 // DWG 데이터 추출
-                var extractionResult = dwgExtractor.ExtractFromDwgFile(filePath, progress, cancellationToken);
+                var extractionResult = DwgExtractor.ExtractFromDwgFile(filePath, progress, cancellationToken);
                 
                 if (extractionResult == null)
                 {
@@ -191,14 +191,14 @@ namespace DwgExtractorManual.Models
                     
                     try
                     {
-                        var worksheet = firstSheetProcessed ? 
+                        Microsoft.Office.Interop.Excel.Worksheet worksheet = firstSheetProcessed ? 
-                            heightSortedWorkbook.Worksheets.Add() : 
+                            (Microsoft.Office.Interop.Excel.Worksheet)heightSortedWorkbook.Worksheets.Add() : 
                             (Microsoft.Office.Interop.Excel.Worksheet)heightSortedWorkbook.Worksheets[1];
                         
                         worksheet.Name = excelManager.GetValidSheetName(fileName);
                         firstSheetProcessed = true;
                         
-                        var textEntities = dwgExtractor.ExtractTextEntitiesWithHeight(dwgFile);
+                        var textEntities = DwgExtractor.ExtractTextEntitiesWithHeight(dwgFile);
                         excelWriter.WriteHeightSortedData(textEntities, worksheet, fileName);
                         
                         Debug.WriteLine($"[DEBUG] {fileName} 시트 완료: {textEntities.Count}개 엔티티");
@@ -212,7 +212,7 @@ namespace DwgExtractorManual.Models
                 
                 if (!firstSheetProcessed)
                 {
-                    var defaultSheet = (Microsoft.Office.Interop.Excel.Worksheet)heightSortedWorkbook.Worksheets[1];
+                    Microsoft.Office.Interop.Excel.Worksheet defaultSheet = (Microsoft.Office.Interop.Excel.Worksheet)heightSortedWorkbook.Worksheets[1];
                     defaultSheet.Name = "No_DWG_Files";
                     defaultSheet.Cells[1, 1] = "No DWG files found in this folder";
                 }
@@ -238,6 +238,10 @@ namespace DwgExtractorManual.Models
             {
                 Debug.WriteLine($"[DEBUG] 단일 Excel 파일로 Height 정렬 생성 시작: {allDwgFiles.Count}개 파일");
                 
+                // 시각화 데이터 초기화
+                MainWindow.ClearVisualizationData();
+                Debug.WriteLine("[VISUALIZATION] 시각화 데이터 초기화 완료");
+                
                 var heightSortedWorkbook = excelManager.CreateNewWorkbook();
                 bool firstSheetProcessed = false;
                 
@@ -252,22 +256,22 @@ namespace DwgExtractorManual.Models
                     
                     try
                     {
-                        var worksheet = firstSheetProcessed ? 
+                        Microsoft.Office.Interop.Excel.Worksheet worksheet = firstSheetProcessed ? 
-                            heightSortedWorkbook.Worksheets.Add() : 
+                            (Microsoft.Office.Interop.Excel.Worksheet)heightSortedWorkbook.Worksheets.Add() : 
                             (Microsoft.Office.Interop.Excel.Worksheet)heightSortedWorkbook.Worksheets[1];
                         
                         worksheet.Name = excelManager.GetValidSheetName(fileName);
                         firstSheetProcessed = true;
                         
-                        var textEntities = dwgExtractor.ExtractTextEntitiesWithHeight(filePath);
+                        var textEntities = DwgExtractor.ExtractTextEntitiesWithHeight(filePath);
                         excelWriter.WriteHeightSortedData(textEntities, worksheet, fileName);
                         
                         // Note 엔티티 추출 및 기록
-                        var noteEntities = dwgExtractor.ExtractNotesFromDrawing(filePath);
+                        var noteEntities = DwgExtractor.ExtractNotesFromDrawing(filePath);
-                        if (noteEntities.Count > 0)
+                        if (noteEntities.NoteEntities.Count > 0)
                         {
-                            excelWriter.WriteNoteEntities(noteEntities, worksheet, fileName);
+                            excelWriter.WriteNoteEntities(noteEntities.NoteEntities, worksheet, fileName);
-                            Debug.WriteLine($"[DEBUG] {fileName}: {noteEntities.Count}개 Note 엔티티 추가됨");
+                            Debug.WriteLine($"[DEBUG] {fileName}: {noteEntities.NoteEntities.Count}개 Note 엔티티 추가됨");
                         }
                         
                         Debug.WriteLine($"[DEBUG] {fileName} 시트 완료: {textEntities.Count}개 엔티티");
@@ -281,7 +285,7 @@ namespace DwgExtractorManual.Models
                 
                 if (!firstSheetProcessed)
                 {
-                    var defaultSheet = (Microsoft.Office.Interop.Excel.Worksheet)heightSortedWorkbook.Worksheets[1];
+                    Microsoft.Office.Interop.Excel.Worksheet defaultSheet = (Microsoft.Office.Interop.Excel.Worksheet)heightSortedWorkbook.Worksheets[1];
                     defaultSheet.Name = "No_DWG_Files";
                     defaultSheet.Cells[1, 1] = "No DWG files found in any folder";
                 }

Models/IntersectionTestDebugger.cs

@@ -0,0 +1,267 @@
+using System;
+using System.Collections.Generic;
+using System.Diagnostics;
+using System.Linq;
+using Teigha.Geometry;
+
+namespace DwgExtractorManual.Models
+{
+    /// <summary>
+    /// 교차점 생성 및 셀 추출 로직을 테스트하고 디버깅하는 클래스
+    /// </summary>
+    public class IntersectionTestDebugger
+    {
+        /// <summary>
+        /// 간단한 테스트 테이블을 만들어서 교차점과 셀 생성을 테스트합니다.
+        /// </summary>
+        public static void RunIntersectionTest()
+        {
+            Debug.WriteLine("=== 교차점 및 셀 생성 테스트 시작 ===");
+
+            try
+            {
+                // 테스트용 테이블 생성 (3x4 그리드)
+                var testSegments = CreateTestTable();
+                Debug.WriteLine($"테스트 선분 개수: {testSegments.Count}");
+
+                // DwgDataExtractor 인스턴스 생성 (실제 코드와 동일)
+                var mappingData = new MappingTableData();
+                var fieldMapper = new FieldMapper(mappingData);
+                var extractor = new DwgDataExtractor(fieldMapper);
+
+                // 교차점 찾기 테스트
+                var intersections = FindTestIntersections(testSegments, extractor);
+                Debug.WriteLine($"발견된 교차점 개수: {intersections.Count}");
+
+                // 각 교차점의 DirectionBits 출력
+                for (int i = 0; i < intersections.Count; i++)
+                {
+                    var intersection = intersections[i];
+                    Debug.WriteLine($"교차점 {i}: ({intersection.Position.X:F1}, {intersection.Position.Y:F1}) - DirectionBits: {intersection.DirectionBits} - R{intersection.Row}C{intersection.Column}");
+                    
+                    // topLeft/bottomRight 검증
+                    bool isTopLeft = extractor.IsValidTopLeft(intersection.DirectionBits);
+                    bool isBottomRight = extractor.IsValidBottomRight(intersection.DirectionBits);
+                    Debug.WriteLine($"  IsTopLeft: {isTopLeft}, IsBottomRight: {isBottomRight}");
+                }
+
+                Debug.WriteLine("=== 테스트 완료 ===");
+            }
+            catch (Exception ex)
+            {
+                Debug.WriteLine($"테스트 중 오류 발생: {ex.Message}");
+                Debug.WriteLine(ex.StackTrace);
+            }
+        }
+
+        /// <summary>
+        /// 테스트용 3x4 테이블 선분들을 생성합니다.
+        /// </summary>
+        private static List<(Point3d start, Point3d end, bool isHorizontal)> CreateTestTable()
+        {
+            var segments = new List<(Point3d start, Point3d end, bool isHorizontal)>();
+
+            // 수평선들 (4개 - 0, 10, 20, 30 Y좌표)
+            for (int i = 0; i <= 3; i++)
+            {
+                double y = i * 10.0;
+                segments.Add((new Point3d(0, y, 0), new Point3d(40, y, 0), true));
+            }
+
+            // 수직선들 (5개 - 0, 10, 20, 30, 40 X좌표)  
+            for (int i = 0; i <= 4; i++)
+            {
+                double x = i * 10.0;
+                segments.Add((new Point3d(x, 0, 0), new Point3d(x, 30, 0), false));
+            }
+
+            Debug.WriteLine($"생성된 테스트 테이블: 수평선 4개, 수직선 5개");
+            return segments;
+        }
+
+        /// <summary>
+        /// 테스트 선분들로부터 교차점을 찾습니다.
+        /// </summary>
+        private static List<IntersectionPoint> FindTestIntersections(List<(Point3d start, Point3d end, bool isHorizontal)> segments, DwgDataExtractor extractor)
+        {
+            var intersections = new List<IntersectionPoint>();
+            double tolerance = 0.1;
+
+            var horizontalSegments = segments.Where(s => s.isHorizontal).ToList();
+            var verticalSegments = segments.Where(s => !s.isHorizontal).ToList();
+
+            foreach (var hSeg in horizontalSegments)
+            {
+                foreach (var vSeg in verticalSegments)
+                {
+                    // 교차점 계산
+                    double intersectX = vSeg.start.X;
+                    double intersectY = hSeg.start.Y;
+                    var intersectPoint = new Point3d(intersectX, intersectY, 0);
+
+                    // 교차점이 두 선분의 범위 내에 있는지 확인
+                    bool onHorizontal = intersectX >= Math.Min(hSeg.start.X, hSeg.end.X) - tolerance &&
+                                       intersectX <= Math.Max(hSeg.start.X, hSeg.end.X) + tolerance;
+
+                    bool onVertical = intersectY >= Math.Min(vSeg.start.Y, vSeg.end.Y) - tolerance &&
+                                     intersectY <= Math.Max(vSeg.start.Y, vSeg.end.Y) + tolerance;
+
+                    if (onHorizontal && onVertical)
+                    {
+                        // DirectionBits 계산
+                        int directionBits = CalculateDirectionBits(intersectPoint, segments, tolerance);
+
+                        // Row, Column 계산 (1-based)
+                        int row = (int)Math.Round(intersectY / 10.0) + 1;
+                        int column = (int)Math.Round(intersectX / 10.0) + 1;
+
+                        var intersection = new IntersectionPoint
+                        {
+                            Position = intersectPoint,
+                            DirectionBits = directionBits,
+                            Row = row,
+                            Column = column
+                        };
+
+                        intersections.Add(intersection);
+                    }
+                }
+            }
+
+            return intersections;
+        }
+
+        /// <summary>
+        /// 특정 점에서의 DirectionBits를 계산합니다.
+        /// </summary>
+        private static int CalculateDirectionBits(Point3d point, List<(Point3d start, Point3d end, bool isHorizontal)> segments, double tolerance)
+        {
+            int bits = 0;
+            // Right: 1, Up: 2, Left: 4, Down: 8
+
+            foreach (var segment in segments)
+            {
+                if (segment.isHorizontal)
+                {
+                    // 수평선에서 점이 선분 위에 있는지 확인
+                    if (Math.Abs(point.Y - segment.start.Y) < tolerance &&
+                        point.X >= Math.Min(segment.start.X, segment.end.X) - tolerance &&
+                        point.X <= Math.Max(segment.start.X, segment.end.X) + tolerance)
+                    {
+                        // 오른쪽으로 선분이 있는지 확인
+                        if (Math.Max(segment.start.X, segment.end.X) > point.X + tolerance)
+                            bits |= 1; // Right
+                        
+                        // 왼쪽으로 선분이 있는지 확인
+                        if (Math.Min(segment.start.X, segment.end.X) < point.X - tolerance)
+                            bits |= 4; // Left
+                    }
+                }
+                else
+                {
+                    // 수직선에서 점이 선분 위에 있는지 확인
+                    if (Math.Abs(point.X - segment.start.X) < tolerance &&
+                        point.Y >= Math.Min(segment.start.Y, segment.end.Y) - tolerance &&
+                        point.Y <= Math.Max(segment.start.Y, segment.end.Y) + tolerance)
+                    {
+                        // 위쪽으로 선분이 있는지 확인
+                        if (Math.Max(segment.start.Y, segment.end.Y) > point.Y + tolerance)
+                            bits |= 2; // Up
+                        
+                        // 아래쪽으로 선분이 있는지 확인
+                        if (Math.Min(segment.start.Y, segment.end.Y) < point.Y - tolerance)
+                            bits |= 8; // Down
+                    }
+                }
+            }
+
+            return bits;
+        }
+
+        /// <summary>
+        /// 교차점들로부터 셀을 추출합니다.
+        /// </summary>
+        private static List<TableCell> ExtractTestCells(List<IntersectionPoint> intersections, 
+                                                        List<(Point3d start, Point3d end, bool isHorizontal)> segments,
+                                                        DwgDataExtractor extractor)
+        {
+            var cells = new List<TableCell>();
+            double tolerance = 0.1;
+
+            // topLeft 후보들을 찾아서 각각에 대해 bottomRight를 찾기
+            var topLeftCandidates = intersections.Where(i => extractor.IsValidTopLeft(i.DirectionBits)).ToList();
+            Debug.WriteLine($"TopLeft 후보 개수: {topLeftCandidates.Count}");
+
+            foreach (var topLeft in topLeftCandidates)
+            {
+                Debug.WriteLine($"\nTopLeft 후보 R{topLeft.Row}C{topLeft.Column} 처리 중...");
+                
+                // bottomRight 찾기 (실제 코드와 동일한 방식)
+                var bottomRight = FindBottomRightForTest(topLeft, intersections, extractor);
+                
+                if (bottomRight != null)
+                {
+                    Debug.WriteLine($"  BottomRight 발견: R{bottomRight.Row}C{bottomRight.Column}");
+                    
+                    // 셀 생성
+                    var cell = new TableCell
+                    {
+                        MinPoint = new Point3d(topLeft.Position.X, bottomRight.Position.Y, 0),
+                        MaxPoint = new Point3d(bottomRight.Position.X, topLeft.Position.Y, 0),
+                        Row = topLeft.Row,
+                        Column = topLeft.Column,
+                        CellText = $"R{topLeft.Row}C{topLeft.Column}"
+                    };
+
+                    cells.Add(cell);
+                    Debug.WriteLine($"  셀 생성 완료: ({cell.MinPoint.X:F1},{cell.MinPoint.Y:F1}) to ({cell.MaxPoint.X:F1},{cell.MaxPoint.Y:F1})");
+                }
+                else
+                {
+                    Debug.WriteLine($"  BottomRight을 찾지 못함");
+                }
+            }
+
+            return cells;
+        }
+
+        /// <summary>
+        /// 테스트용 bottomRight 찾기 메서드
+        /// </summary>
+        private static IntersectionPoint FindBottomRightForTest(IntersectionPoint topLeft, 
+                                                               List<IntersectionPoint> intersections,
+                                                               DwgDataExtractor extractor)
+        {
+            // 교차점들을 Row/Column으로 딕셔너리 구성
+            var intersectionLookup = intersections
+                .Where(i => i.Row > 0 && i.Column > 0)
+                .GroupBy(i => i.Row)
+                .ToDictionary(g => g.Key, g => g.ToDictionary(i => i.Column, i => i));
+
+            // topLeft에서 시작하여 bottomRight 찾기
+            int maxRow = intersectionLookup.Keys.Any() ? intersectionLookup.Keys.Max() : topLeft.Row;
+            
+            for (int targetRow = topLeft.Row + 1; targetRow <= maxRow + 2; targetRow++)
+            {
+                if (!intersectionLookup.ContainsKey(targetRow)) continue;
+                
+                var rowIntersections = intersectionLookup[targetRow];
+                var availableColumns = rowIntersections.Keys.Where(col => col >= topLeft.Column).OrderBy(col => col);
+                
+                foreach (int targetColumn in availableColumns)
+                {
+                    var candidate = rowIntersections[targetColumn];
+                    
+                    if (extractor.IsValidBottomRight(candidate.DirectionBits) ||
+                        (targetRow == maxRow && targetColumn == intersectionLookup.Values.SelectMany(row => row.Keys).Max()))
+                    {
+                        return candidate;
+                    }
+                }
+            }
+
+            return null;
+        }
+    }
+
+}

Models/NoteExtractionTester.cs

@@ -0,0 +1,177 @@
+using System;
+using System.Diagnostics;
+using System.IO;
+using System.Collections.Generic;
+
+namespace DwgExtractorManual.Models
+{
+    /// <summary>
+    /// Note 박스 텍스트와 테이블 추출 기능을 테스트하는 클래스
+    /// </summary>
+    public class NoteExtractionTester
+    {
+        /// <summary>
+        /// DWG 파일에서 Note 데이터를 추출하고 CSV로 저장하는 전체 테스트
+        /// </summary>
+        public static void TestNoteExtractionAndCsvExport(string dwgFilePath, string outputDirectory)
+        {
+            try
+            {
+                Debug.WriteLine("=== Note 추출 및 CSV 내보내기 테스트 시작 ===");
+                
+                // 출력 디렉토리가 없으면 생성
+                if (!Directory.Exists(outputDirectory))
+                {
+                    Directory.CreateDirectory(outputDirectory);
+                    Debug.WriteLine($"출력 디렉토리 생성: {outputDirectory}");
+                }
+
+                // 1. Teigha 서비스 초기화
+                Debug.WriteLine("1. Teigha 서비스 초기화 중...");
+                TeighaServicesManager.Instance.AcquireServices();
+
+                // 2. DwgDataExtractor 인스턴스 생성
+                Debug.WriteLine("2. DwgDataExtractor 인스턴스 생성...");
+                var mappingData = new MappingTableData();
+                var fieldMapper = new FieldMapper(mappingData);
+                var extractor = new DwgDataExtractor(fieldMapper);
+
+                // 3. Note 데이터 추출
+                Debug.WriteLine($"3. DWG 파일에서 Note 추출 중: {Path.GetFileName(dwgFilePath)}");
+                var noteEntities = extractor.ExtractNotesFromDrawing(dwgFilePath);
+                
+                Debug.WriteLine($"   추출된 Note 엔터티 수: {noteEntities.NoteEntities.Count}");
+
+                // 4. Note 데이터 분석
+                AnalyzeNoteData(noteEntities.NoteEntities);
+
+                // 5. CSV 내보내기
+                Debug.WriteLine("5. CSV 파일 생성 중...");
+                var csvWriter = new CsvDataWriter();
+                var baseFileName = Path.GetFileNameWithoutExtension(dwgFilePath);
+
+                // 5-1. Note 박스 텍스트만 CSV로 저장
+                var noteTextCsvPath = Path.Combine(outputDirectory, $"{baseFileName}_note_texts.csv");
+                csvWriter.WriteNoteBoxTextToCsv(noteEntities.NoteEntities, noteTextCsvPath);
+                Debug.WriteLine($"   Note 텍스트 CSV 저장: {noteTextCsvPath}");
+
+                // 5-2. Note 테이블 데이터만 CSV로 저장  
+                var noteTableCsvPath = Path.Combine(outputDirectory, $"{baseFileName}_note_tables.csv");
+                csvWriter.WriteNoteTablesToCsv(noteEntities.NoteEntities, noteTableCsvPath);
+                Debug.WriteLine($"   Note 테이블 CSV 저장: {noteTableCsvPath}");
+
+                // 5-3. 통합 CSV 저장
+                var combinedCsvPath = Path.Combine(outputDirectory, $"{baseFileName}_note_combined.csv");
+                csvWriter.WriteNoteDataToCombinedCsv(noteEntities.NoteEntities, combinedCsvPath);
+                Debug.WriteLine($"   통합 CSV 저장: {combinedCsvPath}");
+
+                // 5-4. 개별 테이블 CSV 저장
+                var individualTablesDir = Path.Combine(outputDirectory, $"{baseFileName}_individual_tables");
+                csvWriter.WriteIndividualNoteTablesCsv(noteEntities.NoteEntities, individualTablesDir);
+                Debug.WriteLine($"   개별 테이블 CSV 저장: {individualTablesDir}");
+
+                // 5-5. 통계 정보 CSV 저장
+                var statisticsCsvPath = Path.Combine(outputDirectory, $"{baseFileName}_note_statistics.csv");
+                csvWriter.WriteNoteStatisticsToCsv(noteEntities.NoteEntities, statisticsCsvPath);
+                Debug.WriteLine($"   통계 정보 CSV 저장: {statisticsCsvPath}");
+
+                Debug.WriteLine("=== Note 추출 및 CSV 내보내기 테스트 완료 ===");
+                Debug.WriteLine($"모든 결과 파일이 저장되었습니다: {outputDirectory}");
+            }
+            catch (Exception ex)
+            {
+                Debug.WriteLine($"❌ 테스트 중 오류 발생: {ex.Message}");
+                Debug.WriteLine($"스택 트레이스: {ex.StackTrace}");
+                throw;
+            }
+            finally
+            {
+                // Teigha 서비스 정리
+                try
+                {
+                    TeighaServicesManager.Instance.ForceDisposeServices();
+                    Debug.WriteLine("Teigha 서비스 정리 완료");
+                }
+                catch (Exception ex)
+                {
+                    Debug.WriteLine($"Teigha 서비스 정리 중 오류: {ex.Message}");
+                }
+            }
+        }
+
+        /// <summary>
+        /// 추출된 Note 데이터를 분석하여 로그로 출력
+        /// </summary>
+        private static void AnalyzeNoteData(List<NoteEntityInfo> noteEntities)
+        {
+            Debug.WriteLine("=== Note 데이터 분석 ===");
+            
+            var noteHeaders = noteEntities.Where(ne => ne.Type == "Note").ToList();
+            var noteContents = noteEntities.Where(ne => ne.Type == "NoteContent").ToList();
+            var notesWithTables = noteEntities.Where(ne => ne.Type == "Note" && !string.IsNullOrEmpty(ne.TableCsv)).ToList();
+
+            Debug.WriteLine($"전체 Note 헤더 수: {noteHeaders.Count}");
+            Debug.WriteLine($"전체 Note 콘텐츠 수: {noteContents.Count}");
+            Debug.WriteLine($"테이블이 있는 Note 수: {notesWithTables.Count}");
+
+            // 각 Note 분석
+            foreach (var note in noteHeaders)
+            {
+                Debug.WriteLine($"");
+                Debug.WriteLine($"Note: '{note.Text}' at ({note.X:F1}, {note.Y:F1})");
+                
+                if (!string.IsNullOrEmpty(note.TableCsv))
+                {
+                    var tableLines = note.TableCsv.Split(new[] { '\n', '\r' }, StringSplitOptions.RemoveEmptyEntries);
+                    Debug.WriteLine($"  테이블 데이터: {tableLines.Length}행");
+                    
+                    // 테이블 내용 일부 출력
+                    for (int i = 0; i < Math.Min(3, tableLines.Length); i++)
+                    {
+                        var line = tableLines[i];
+                        if (line.Length > 50) line = line.Substring(0, 50) + "...";
+                        Debug.WriteLine($"    행 {i + 1}: {line}");
+                    }
+                    
+                    if (tableLines.Length > 3)
+                    {
+                        Debug.WriteLine($"    ... 및 {tableLines.Length - 3}개 행 더");
+                    }
+                }
+
+                // 이 Note와 연관된 NoteContent들
+                var relatedContents = noteContents.Where(nc => 
+                    Math.Abs(nc.Y - note.Y) < 50 && // Y 좌표가 비슷한 범위 (Note 아래)
+                    nc.Y < note.Y) // Note보다 아래쪽
+                    .OrderBy(nc => nc.SortOrder)
+                    .ToList();
+
+                if (relatedContents.Count > 0)
+                {
+                    Debug.WriteLine($"  관련 콘텐츠: {relatedContents.Count}개");
+                    foreach (var content in relatedContents.Take(3))
+                    {
+                        Debug.WriteLine($"    '{content.Text}' at ({content.X:F1}, {content.Y:F1})");
+                    }
+                    if (relatedContents.Count > 3)
+                    {
+                        Debug.WriteLine($"    ... 및 {relatedContents.Count - 3}개 더");
+                    }
+                }
+            }
+
+            // 레이어별 분포
+            Debug.WriteLine("");
+            Debug.WriteLine("레이어별 분포:");
+            var layerGroups = noteEntities.GroupBy(ne => ne.Layer).OrderByDescending(g => g.Count());
+            foreach (var layerGroup in layerGroups)
+            {
+                Debug.WriteLine($"  {layerGroup.Key}: {layerGroup.Count()}개");
+            }
+
+            Debug.WriteLine("=== Note 데이터 분석 완료 ===");
+        }
+
+           
+    }
+}

Models/SettingsManager.cs

@@ -0,0 +1,25 @@
+using Newtonsoft.Json;
+using System.IO;
+
+namespace DwgExtractorManual.Models
+{
+    public static class SettingsManager
+    {
+        private static readonly string SettingsFilePath = Path.Combine(AppDomain.CurrentDomain.BaseDirectory, "settings.json");
+
+        public static void SaveSettings(AppSettings settings)
+        {
+            string json = JsonConvert.SerializeObject(settings, Formatting.Indented);
+            File.WriteAllText(SettingsFilePath, json);
+        }
+
+        public static AppSettings? LoadSettings()
+        {
+            if (!File.Exists(SettingsFilePath))
+            { return null; }
+
+            string json = File.ReadAllText(SettingsFilePath);
+            return JsonConvert.DeserializeObject<AppSettings>(json);
+        }
+    }
+}

Models/SqlDatas.cs

@@ -15,7 +15,7 @@ namespace DwgExtractorManual.Models
     /// </summary>
     internal sealed class SqlDatas : IDisposable
     {
-        Services appServices; // ODA 제품 활성화용 (managed by singleton)
+        Services? appServices; // ODA 제품 활성화용 (managed by singleton)
         readonly string connectionString = "Host=localhost;Database=postgres;Username=postgres;Password=Qwer1234";
         
         void InitializeTeighaServices()
@@ -143,8 +143,8 @@ namespace DwgExtractorManual.Models
                                                 cmd.Parameters.AddWithValue("Type", "DBText");
                                                 cmd.Parameters.AddWithValue("Layer", layerName);
                                                 cmd.Parameters.AddWithValue("Text", dbText.TextString ?? "");
-                                                cmd.Parameters.AddWithValue("Path", database.Filename);
+                                                cmd.Parameters.AddWithValue("Path", database.Filename ?? "");
-                                                cmd.Parameters.AddWithValue("FileName", Path.GetFileName(database.Filename));
+                                                cmd.Parameters.AddWithValue("FileName", string.IsNullOrEmpty(database.Filename) ? "" : Path.GetFileName(database.Filename));
 
                                                 cmd.ExecuteNonQuery();
                                             }
@@ -162,8 +162,8 @@ namespace DwgExtractorManual.Models
                                                 cmd.Parameters.AddWithValue("Type", "MText");
                                                 cmd.Parameters.AddWithValue("Layer", layerName);
                                                 cmd.Parameters.AddWithValue("Text", mText.Contents ?? "");
-                                                cmd.Parameters.AddWithValue("Path", database.Filename);
+                                                cmd.Parameters.AddWithValue("Path", database.Filename ?? "");
-                                                cmd.Parameters.AddWithValue("FileName", Path.GetFileName(database.Filename));
+                                                cmd.Parameters.AddWithValue("FileName", string.IsNullOrEmpty(database.Filename) ? "" : Path.GetFileName(database.Filename));
 
                                                 cmd.ExecuteNonQuery();
                                             }
@@ -231,8 +231,8 @@ namespace DwgExtractorManual.Models
                                                         else
                                                             cmd.Parameters.AddWithValue("Value", tString);
                                                         
-                                                        cmd.Parameters.AddWithValue("Path", database.Filename);
+                                                        cmd.Parameters.AddWithValue("Path", database.Filename ?? "");
-                                                        cmd.Parameters.AddWithValue("FileName", Path.GetFileName(database.Filename));
+                                                        cmd.Parameters.AddWithValue("FileName", string.IsNullOrEmpty(database.Filename) ? "" : Path.GetFileName(database.Filename));
 
                                                         cmd.ExecuteNonQuery();
                                                     }

Models/TableCellVisualizationData.cs

@@ -0,0 +1,115 @@
+using System;
+using System.Collections.Generic;
+using Teigha.Geometry;
+
+namespace DwgExtractorManual.Models
+{
+    /// <summary>
+    /// 테이블 셀 시각화를 위한 데이터 클래스
+    /// </summary>
+    public class TableCellVisualizationData
+    {
+        public string FileName { get; set; } = "";
+        public string NoteText { get; set; } = "";
+        public List<CellBounds> Cells { get; set; } = new List<CellBounds>();
+        public List<SegmentInfo> TableSegments { get; set; } = new List<SegmentInfo>();
+        public List<TextInfo> TextEntities { get; set; } = new List<TextInfo>();
+        public List<IntersectionInfo> IntersectionPoints { get; set; } = new List<IntersectionInfo>(); // 교차점 정보 추가
+        public List<DiagonalLine> DiagonalLines { get; set; } = new List<DiagonalLine>(); // 셀 대각선 정보 추가
+        public List<CellBoundaryInfo> CellBoundaries { get; set; } = new List<CellBoundaryInfo>(); // 정확한 셀 경계 정보 추가
+        public (double minX, double minY, double maxX, double maxY) NoteBounds { get; set; }
+    }
+
+    /// <summary>
+    /// 셀 경계 정보
+    /// </summary>
+    public class CellBounds
+    {
+        public double MinX { get; set; }
+        public double MinY { get; set; }
+        public double MaxX { get; set; }
+        public double MaxY { get; set; }
+        public int Row { get; set; }
+        public int Column { get; set; }
+        public string Text { get; set; } = "";
+        public bool IsValid { get; set; } = true;
+        
+        public double Width => MaxX - MinX;
+        public double Height => MaxY - MinY;
+        public double CenterX => (MinX + MaxX) / 2;
+        public double CenterY => (MinY + MaxY) / 2;
+    }
+
+    /// <summary>
+    /// 선분 정보
+    /// </summary>
+    public class SegmentInfo
+    {
+        public double StartX { get; set; }
+        public double StartY { get; set; }
+        public double EndX { get; set; }
+        public double EndY { get; set; }
+        public bool IsHorizontal { get; set; }
+        public string Color { get; set; } = "Black";
+    }
+
+    /// <summary>
+    /// 텍스트 정보
+    /// </summary>
+    public class TextInfo
+    {
+        public double X { get; set; }
+        public double Y { get; set; }
+        public string Text { get; set; } = "";
+        public bool IsInTable { get; set; }
+        public string Color { get; set; } = "Blue";
+    }
+
+    /// <summary>
+    /// 교차점 정보
+    /// </summary>
+    public class IntersectionInfo
+    {
+        public double X { get; set; }
+        public double Y { get; set; }
+        public int DirectionBits { get; set; } // 비트 플래그 숫자
+        public int Row { get; set; } // Row 번호
+        public int Column { get; set; } // Column 번호
+        public bool IsTopLeft { get; set; } // topLeft 후보인지
+        public bool IsBottomRight { get; set; } // bottomRight 후보인지
+        public string Color { get; set; } = "Red";
+    }
+
+    /// <summary>
+    /// 대각선 정보 (셀 디버깅용)
+    /// </summary>
+    public class DiagonalLine
+    {
+        public double StartX { get; set; }
+        public double StartY { get; set; }
+        public double EndX { get; set; }
+        public double EndY { get; set; }
+        public string Color { get; set; } = "Green";
+        public string Label { get; set; } = ""; // 디버깅 라벨
+    }
+
+    /// <summary>
+    /// 정확한 셀 경계 정보 (4개 모서리 좌표)
+    /// </summary>
+    public class CellBoundaryInfo
+    {
+        public double TopLeftX { get; set; }
+        public double TopLeftY { get; set; }
+        public double TopRightX { get; set; }
+        public double TopRightY { get; set; }
+        public double BottomLeftX { get; set; }
+        public double BottomLeftY { get; set; }
+        public double BottomRightX { get; set; }
+        public double BottomRightY { get; set; }
+        public string Label { get; set; } = "";
+        public double Width { get; set; }
+        public double Height { get; set; }
+        public string Color { get; set; } = "DarkBlue";
+        public string CellText { get; set; } = ""; // 셀 내 텍스트 내용
+    }
+}

Models/TeighaServicesManager.cs

@@ -10,8 +10,8 @@ namespace DwgExtractorManual.Models
     public sealed class TeighaServicesManager
     {
         private static readonly object _lock = new object();
-        private static TeighaServicesManager _instance = null;
+        private static TeighaServicesManager? _instance = null;
-        private static Services _services = null;
+        private static Services? _services = null;
         private static int _referenceCount = 0;
         private static bool _isActivated = false;
 

Views/TableCellVisualizationWindow.xaml

@@ -0,0 +1,109 @@
+<Window x:Class="DwgExtractorManual.Views.TableCellVisualizationWindow"
+        xmlns="http://schemas.microsoft.com/winfx/2006/xaml/presentation"
+        xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
+        xmlns:controls="clr-namespace:DwgExtractorManual.Controls"
+        Title="테이블 셀 시각화" Height="800" Width="1200"
+        WindowStartupLocation="CenterOwner"
+        MinHeight="600" MinWidth="800">
+    
+    <Grid>
+        <Grid.RowDefinitions>
+            <RowDefinition Height="Auto"/>
+            <RowDefinition Height="*"/>
+            <RowDefinition Height="Auto"/>
+        </Grid.RowDefinitions>
+        
+        <!-- 헤더 -->
+        <Border Grid.Row="0" Background="#34495E" Padding="15">
+            <StackPanel>
+                <TextBlock Text="테이블 셀 시각화" 
+                          FontSize="20" FontWeight="Bold" 
+                          Foreground="White" HorizontalAlignment="Center"/>
+                <TextBlock Text="추출된 테이블 셀들의 경계를 시각적으로 확인할 수 있습니다" 
+                          FontSize="12" Foreground="LightGray" 
+                          HorizontalAlignment="Center" Margin="0,5,0,0"/>
+            </StackPanel>
+        </Border>
+        
+        <!-- 메인 영역 -->
+        <Grid Grid.Row="1">
+            <Grid.ColumnDefinitions>
+                <ColumnDefinition Width="250"/>
+                <ColumnDefinition Width="*"/>
+            </Grid.ColumnDefinitions>
+            
+            <!-- 좌측 패널: 파일 목록 및 설정 -->
+            <Border Grid.Column="0" Background="#ECF0F1" BorderBrush="#BDC3C7" BorderThickness="0,0,1,0">
+                <StackPanel Margin="10">
+                    <TextBlock Text="파일 목록" FontWeight="Bold" FontSize="14" Margin="0,0,0,10"/>
+                    
+                    <ListBox x:Name="lstFiles" Height="200" 
+                             SelectionChanged="LstFiles_SelectionChanged"
+                             Background="White" BorderBrush="#BDC3C7">
+                        <ListBox.ItemTemplate>
+                            <DataTemplate>
+                                <StackPanel>
+                                    <TextBlock Text="{Binding FileName}" FontWeight="Bold" FontSize="12"/>
+                                    <TextBlock Text="{Binding NoteText}" FontSize="10" Foreground="Gray" TextTrimming="CharacterEllipsis"/>
+                                    <TextBlock FontSize="10" Foreground="DarkBlue">
+                                        <Run Text="셀: "/>
+                                        <Run Text="{Binding Path=Cells.Count, Mode=OneWay}"/>
+                                        <Run Text="개"/>
+                                    </TextBlock>
+                                </StackPanel>
+                            </DataTemplate>
+                        </ListBox.ItemTemplate>
+                    </ListBox>
+                    
+                    <Separator Margin="0,10"/>
+                    
+                    <TextBlock Text="표시 옵션" FontWeight="Bold" FontSize="14" Margin="0,0,0,10"/>
+                    
+                    <CheckBox x:Name="chkShowCells" Content="셀 경계 표시 (기존)" IsChecked="False" 
+                              Checked="RefreshVisualization" Unchecked="RefreshVisualization"/>
+                    <CheckBox x:Name="chkShowCellBoundaries" Content="정확한 셀 경계 표시" IsChecked="True" Margin="0,5,0,0"
+                              Checked="RefreshVisualization" Unchecked="RefreshVisualization"/>
+                    <CheckBox x:Name="chkShowSegments" Content="선분 표시" IsChecked="True" Margin="0,5,0,0"
+                              Checked="RefreshVisualization" Unchecked="RefreshVisualization"/>
+                    <CheckBox x:Name="chkShowTexts" Content="텍스트 표시" IsChecked="True" Margin="0,5,0,0"
+                              Checked="RefreshVisualization" Unchecked="RefreshVisualization"/>
+                    <CheckBox x:Name="chkShowIntersections" Content="교차점 표시" IsChecked="True" Margin="0,5,0,0"
+                              Checked="RefreshVisualization" Unchecked="RefreshVisualization"/>
+                    <CheckBox x:Name="chkShowDiagonals" Content="셀 대각선 표시" IsChecked="True" Margin="0,5,0,0"
+                              Checked="RefreshVisualization" Unchecked="RefreshVisualization"/>
+                    <CheckBox x:Name="chkShowNoteBounds" Content="Note 경계 표시" IsChecked="False" Margin="0,5,0,0"
+                              Checked="RefreshVisualization" Unchecked="RefreshVisualization"/>
+                    
+                    <Separator Margin="0,10"/>
+                    
+                    <TextBlock Text="확대/축소" FontWeight="Bold" FontSize="14" Margin="0,0,0,10"/>
+                    <Button x:Name="btnZoomFit" Content="초기화 (마우스 우클릭)" Click="BtnZoomFit_Click" Margin="0,2"/>
+                    
+                    <Separator Margin="0,10"/>
+                    
+                    <TextBlock x:Name="txtInfo" Text="파일을 선택하세요" FontSize="11" 
+                               Foreground="DarkGray" TextWrapping="Wrap"/>
+                </StackPanel>
+            </Border>
+            
+            <!-- 우측 패널: 시각화 영역 -->
+            <Border Grid.Column="1" Background="White">
+                <controls:ZoomBorder x:Name="svViewer" ClipToBounds="True">
+                    <Canvas x:Name="cnvVisualization" Background="White" 
+                            Width="800" Height="600"
+                            MouseMove="CnvVisualization_MouseMove"/>
+                </controls:ZoomBorder>
+            </Border>
+        </Grid>
+        
+        <!-- 상태바 -->
+        <StatusBar Grid.Row="2" Background="#95A5A6">
+            <StatusBarItem>
+                <TextBlock x:Name="txtStatus" Text="준비됨"/>
+            </StatusBarItem>
+            <StatusBarItem HorizontalAlignment="Right">
+                <TextBlock x:Name="txtMousePos" Text="마우스: (0, 0)"/>
+            </StatusBarItem>
+        </StatusBar>
+    </Grid>
+</Window>

Views/TableCellVisualizationWindow.xaml.cs

@@ -0,0 +1,493 @@
+using System.Windows;
+using System.Windows.Controls;
+using System.Windows.Input;
+using System.Windows.Media;
+using System.Windows.Shapes;
+using DwgExtractorManual.Models;
+using Brushes = System.Windows.Media.Brushes;
+using MouseEventArgs = System.Windows.Input.MouseEventArgs;
+using Point = System.Windows.Point;
+using Rectangle = System.Windows.Shapes.Rectangle;
+
+namespace DwgExtractorManual.Views
+{
+    public partial class TableCellVisualizationWindow : Window
+    {
+        private List<TableCellVisualizationData> _visualizationData;
+        private TableCellVisualizationData? _currentData;
+        private double _scale = 1.0;
+        private const double MARGIN = 50;
+
+        public TableCellVisualizationWindow(List<TableCellVisualizationData> visualizationData)
+        {
+            InitializeComponent();
+            _visualizationData = visualizationData;
+            LoadFileList();
+        }
+
+        private void LoadFileList()
+        {
+            lstFiles.ItemsSource = _visualizationData;
+            if (_visualizationData.Count > 0)
+            {
+                lstFiles.SelectedIndex = 0;
+            }
+        }
+
+        private void LstFiles_SelectionChanged(object sender, SelectionChangedEventArgs e)
+        {
+            if (lstFiles.SelectedItem is TableCellVisualizationData selectedData)
+            {
+                _currentData = selectedData;
+                RefreshVisualization();
+                UpdateInfo();
+            }
+        }
+
+        private void UpdateInfo()
+        {
+            if (_currentData == null)
+            {
+                txtInfo.Text = "파일을 선택하세요";
+                txtStatus.Text = "준비됨";
+                return;
+            }
+
+            txtInfo.Text = $"파일: {_currentData.FileName}\n" +
+                          $"Note: {_currentData.NoteText}\n" +
+                          $"셀 수: {_currentData.Cells.Count}\n" +
+                          $"선분 수: {_currentData.TableSegments.Count}\n" +
+                          $"텍스트 수: {_currentData.TextEntities.Count}\n" +
+                          $"교차점 수: {_currentData.IntersectionPoints.Count}\n" +
+                          $"대각선 수: {_currentData.DiagonalLines.Count}";
+
+            txtStatus.Text = $"{_currentData.FileName} - 셀 {_currentData.Cells.Count}개";
+        }
+
+        private void RefreshVisualization()
+        {
+            if (_currentData == null) return;
+
+            cnvVisualization.Children.Clear();
+
+            // 좌표계 변환 계산
+            var bounds = CalculateBounds();
+            if (bounds == null) return;
+
+            var (minX, minY, maxX, maxY) = bounds.Value;
+            var dataWidth = maxX - minX;
+            var dataHeight = maxY - minY;
+
+            // 캔버스 크기 설정 (여백 포함)
+            var canvasWidth = cnvVisualization.Width;
+            var canvasHeight = cnvVisualization.Height;
+            
+            // 스케일 계산 (데이터가 캔버스에 맞도록)
+            var scaleX = (canvasWidth - 2 * MARGIN) / dataWidth;
+            var scaleY = (canvasHeight - 2 * MARGIN) / dataHeight;
+            _scale = Math.Min(scaleX, scaleY) * 0.9; // 여유분 10%
+
+            // Note 경계 표시
+            if (chkShowNoteBounds.IsChecked == true)
+            {
+                DrawNoteBounds(minX, minY, maxX, maxY);
+            }
+
+            // 선분 표시
+            if (chkShowSegments.IsChecked == true)
+            {
+                DrawSegments();
+            }
+
+            // 셀 경계 표시 (기존)
+            if (chkShowCells.IsChecked == true)
+            {
+                DrawCells();
+            }
+
+            // 정확한 셀 경계 표시 (새로운)
+            if (chkShowCellBoundaries.IsChecked == true)
+            {
+                DrawCellBoundaries();
+            }
+
+            // 텍스트 표시
+            if (chkShowTexts.IsChecked == true)
+            {
+                DrawTexts();
+            }
+
+            // 교차점 표시
+            if (chkShowIntersections.IsChecked == true)
+            {
+                DrawIntersections();
+            }
+
+            // 대각선 표시 (셀 디버깅용)
+            if (chkShowDiagonals.IsChecked == true)
+            {
+                DrawDiagonals();
+            }
+        }
+
+        private (double minX, double minY, double maxX, double maxY)? CalculateBounds()
+        {
+            if (_currentData == null || _currentData.Cells.Count == 0) return null;
+
+            var minX = _currentData.Cells.Min(c => c.MinX);
+            var minY = _currentData.Cells.Min(c => c.MinY);
+            var maxX = _currentData.Cells.Max(c => c.MaxX);
+            var maxY = _currentData.Cells.Max(c => c.MaxY);
+
+            // 선분도 고려
+            if (_currentData.TableSegments.Count > 0)
+            {
+                minX = Math.Min(minX, _currentData.TableSegments.Min(s => Math.Min(s.StartX, s.EndX)));
+                minY = Math.Min(minY, _currentData.TableSegments.Min(s => Math.Min(s.StartY, s.EndY)));
+                maxX = Math.Max(maxX, _currentData.TableSegments.Max(s => Math.Max(s.StartX, s.EndX)));
+                maxY = Math.Max(maxY, _currentData.TableSegments.Max(s => Math.Max(s.StartY, s.EndY)));
+            }
+
+            // 교차점도 고려
+            if (_currentData.IntersectionPoints.Count > 0)
+            {
+                minX = Math.Min(minX, _currentData.IntersectionPoints.Min(i => i.X));
+                minY = Math.Min(minY, _currentData.IntersectionPoints.Min(i => i.Y));
+                maxX = Math.Max(maxX, _currentData.IntersectionPoints.Max(i => i.X));
+                maxY = Math.Max(maxY, _currentData.IntersectionPoints.Max(i => i.Y));
+            }
+
+            // 대각선도 고려
+            if (_currentData.DiagonalLines.Count > 0)
+            {
+                minX = Math.Min(minX, _currentData.DiagonalLines.Min(d => Math.Min(d.StartX, d.EndX)));
+                minY = Math.Min(minY, _currentData.DiagonalLines.Min(d => Math.Min(d.StartY, d.EndY)));
+                maxX = Math.Max(maxX, _currentData.DiagonalLines.Max(d => Math.Max(d.StartX, d.EndX)));
+                maxY = Math.Max(maxY, _currentData.DiagonalLines.Max(d => Math.Max(d.StartY, d.EndY)));
+            }
+
+            // 정확한 셀 경계도 고려
+            if (_currentData.CellBoundaries != null && _currentData.CellBoundaries.Count > 0)
+            {
+                var allCellX = _currentData.CellBoundaries.SelectMany(cb => new[] { cb.TopLeftX, cb.TopRightX, cb.BottomLeftX, cb.BottomRightX });
+                var allCellY = _currentData.CellBoundaries.SelectMany(cb => new[] { cb.TopLeftY, cb.TopRightY, cb.BottomLeftY, cb.BottomRightY });
+                
+                minX = Math.Min(minX, allCellX.Min());
+                minY = Math.Min(minY, allCellY.Min());
+                maxX = Math.Max(maxX, allCellX.Max());
+                maxY = Math.Max(maxY, allCellY.Max());
+            }
+
+            return (minX, minY, maxX, maxY);
+        }
+
+        private Point TransformPoint(double x, double y)
+        {
+            var bounds = CalculateBounds();
+            if (bounds == null) return new Point(0, 0);
+
+            var (minX, minY, maxX, maxY) = bounds.Value;
+            
+            // CAD 좌표계 -> WPF 좌표계 변환 (Y축 뒤집기)
+            var transformedX = (x - minX) * _scale + MARGIN;
+            var transformedY = cnvVisualization.Height - ((y - minY) * _scale + MARGIN);
+            
+            return new Point(transformedX, transformedY);
+        }
+
+        private void DrawNoteBounds(double minX, double minY, double maxX, double maxY)
+        {
+            var topLeft = TransformPoint(minX, maxY);
+            var bottomRight = TransformPoint(maxX, minY);
+
+            var rect = new Rectangle
+            {
+                Width = bottomRight.X - topLeft.X,
+                Height = bottomRight.Y - topLeft.Y,
+                Stroke = Brushes.Red,
+                StrokeThickness = 2,
+                StrokeDashArray = new DoubleCollection { 5, 5 },
+                Fill = null
+            };
+
+            Canvas.SetLeft(rect, topLeft.X);
+            Canvas.SetTop(rect, topLeft.Y);
+            cnvVisualization.Children.Add(rect);
+        }
+
+        private void DrawSegments()
+        {
+            if (_currentData == null) return;
+            foreach (var segment in _currentData.TableSegments)
+            {
+                var startPoint = TransformPoint(segment.StartX, segment.StartY);
+                var endPoint = TransformPoint(segment.EndX, segment.EndY);
+
+                var line = new Line
+                {
+                    X1 = startPoint.X,
+                    Y1 = startPoint.Y,
+                    X2 = endPoint.X,
+                    Y2 = endPoint.Y,
+                    Stroke = segment.IsHorizontal ? Brushes.Blue : Brushes.Green,
+                    StrokeThickness = 1
+                };
+
+                cnvVisualization.Children.Add(line);
+            }
+        }
+
+        private void DrawCells()
+        {
+            if (_currentData == null) return;
+            var colors = new[] { Brushes.Red, Brushes.Blue, Brushes.Green, Brushes.Purple, Brushes.Orange };
+            
+            for (int i = 0; i < _currentData.Cells.Count; i++)
+            {
+                var cell = _currentData.Cells[i];
+                var topLeft = TransformPoint(cell.MinX, cell.MaxY);
+                var bottomRight = TransformPoint(cell.MaxX, cell.MinY);
+
+                var rect = new Rectangle
+                {
+                    Width = bottomRight.X - topLeft.X,
+                    Height = bottomRight.Y - topLeft.Y,
+                    Stroke = colors[i % colors.Length],
+                    StrokeThickness = 2,
+                    Fill = null
+                };
+
+                Canvas.SetLeft(rect, topLeft.X);
+                Canvas.SetTop(rect, topLeft.Y);
+                cnvVisualization.Children.Add(rect);
+
+                // 셀 번호 표시
+                var label = new TextBlock
+                {
+                    Text = $"R{cell.Row}C{cell.Column}", // 이미 1-based 인덱싱 적용됨
+                    FontSize = 8, // 폰트 크기 조정
+                    Foreground = colors[i % colors.Length],
+                    FontWeight = FontWeights.Bold
+                };
+
+                Canvas.SetLeft(label, topLeft.X + 2); // 좌상단에 위치 + 약간의 패딩
+                Canvas.SetTop(label, topLeft.Y + 2);  // 좌상단에 위치 + 약간의 패딩
+                cnvVisualization.Children.Add(label);
+
+                // 셀 텍스트 표시
+                if (!string.IsNullOrEmpty(cell.Text))
+                {
+                    var textLabel = new TextBlock
+                    {
+                        Text = cell.Text,
+                        FontSize = 8,
+                        Foreground = Brushes.Black,
+                        Background = Brushes.LightYellow
+                    };
+
+                    // 셀 텍스트는 셀 중앙에 표시
+                    var centerPoint = TransformPoint(cell.CenterX, cell.CenterY);
+                    Canvas.SetLeft(textLabel, centerPoint.X - (textLabel.ActualWidth / 2)); // 텍스트 중앙 정렬
+                    Canvas.SetTop(textLabel, centerPoint.Y - (textLabel.ActualHeight / 2)); // 텍스트 중앙 정렬
+                    cnvVisualization.Children.Add(textLabel);
+                }
+            }
+        }
+
+        private void DrawCellBoundaries()
+        {
+            if (_currentData == null || _currentData.CellBoundaries == null) return;
+            
+            for (int i = 0; i < _currentData.CellBoundaries.Count; i++)
+            {
+                var cellBoundary = _currentData.CellBoundaries[i];
+                
+                // 4개 모서리 좌표 변환
+                var topLeft = TransformPoint(cellBoundary.TopLeftX, cellBoundary.TopLeftY);
+                var topRight = TransformPoint(cellBoundary.TopRightX, cellBoundary.TopRightY);
+                var bottomLeft = TransformPoint(cellBoundary.BottomLeftX, cellBoundary.BottomLeftY);
+                var bottomRight = TransformPoint(cellBoundary.BottomRightX, cellBoundary.BottomRightY);
+
+                // 셀 경계를 Path로 그리기 (정확한 4개 모서리 연결)
+                var pathGeometry = new PathGeometry();
+                var pathFigure = new PathFigure();
+                pathFigure.StartPoint = topLeft;
+                pathFigure.Segments.Add(new LineSegment(topRight, true));
+                pathFigure.Segments.Add(new LineSegment(bottomRight, true));
+                pathFigure.Segments.Add(new LineSegment(bottomLeft, true));
+                pathFigure.IsClosed = true;
+                pathGeometry.Figures.Add(pathFigure);
+
+                var path = new Path
+                {
+                    Data = pathGeometry,
+                    Stroke = Brushes.DarkBlue,
+                    StrokeThickness = 3,
+                    Fill = null
+                };
+
+                cnvVisualization.Children.Add(path);
+
+                // 라벨 표시 (셀 중앙)
+                if (!string.IsNullOrEmpty(cellBoundary.Label))
+                {
+                    var centerX = (topLeft.X + bottomRight.X) / 2;
+                    var centerY = (topLeft.Y + bottomRight.Y) / 2;
+                    
+                    var label = new TextBlock
+                    {
+                        Text = cellBoundary.Label,
+                        FontSize = 10,
+                        Foreground = Brushes.DarkBlue,
+                        FontWeight = FontWeights.Bold,
+                        Background = Brushes.LightCyan
+                    };
+
+                    Canvas.SetLeft(label, centerX - 15); // 대략적인 중앙 정렬
+                    Canvas.SetTop(label, centerY - 6);
+                    cnvVisualization.Children.Add(label);
+                }
+            }
+        }
+
+        private void DrawTexts()
+        {
+            if (_currentData == null) return;
+            foreach (var text in _currentData.TextEntities)
+            {
+                var point = TransformPoint(text.X, text.Y);
+                
+                var textBlock = new TextBlock
+                {
+                    Text = text.Text,
+                    FontSize = 9,
+                    Foreground = text.IsInTable ? Brushes.DarkBlue : Brushes.Gray
+                };
+
+                Canvas.SetLeft(textBlock, point.X);
+                Canvas.SetTop(textBlock, point.Y);
+                cnvVisualization.Children.Add(textBlock);
+
+                // 텍스트 위치 점 표시
+                var dot = new Ellipse
+                {
+                    Width = 3,
+                    Height = 3,
+                    Fill = text.IsInTable ? Brushes.Blue : Brushes.Gray
+                };
+
+                Canvas.SetLeft(dot, point.X - 1.5);
+                Canvas.SetTop(dot, point.Y - 1.5);
+                cnvVisualization.Children.Add(dot);
+            }
+        }
+
+        private void DrawIntersections()
+        {
+            if (_currentData == null) return;
+            foreach (var intersection in _currentData.IntersectionPoints)
+            {
+                var point = TransformPoint(intersection.X, intersection.Y);
+                
+                // 교차점 원 표시
+                var circle = new Ellipse
+                {
+                    Width = 8,
+                    Height = 8,
+                    Fill = GetIntersectionColor(intersection),
+                    Stroke = Brushes.Black,
+                    StrokeThickness = 1
+                };
+
+                Canvas.SetLeft(circle, point.X - 4);
+                Canvas.SetTop(circle, point.Y - 4);
+                cnvVisualization.Children.Add(circle);
+
+                // 교차점 타입 숫자 표시 (우측에)
+                var numberLabel = new TextBlock
+                {
+                    Text = intersection.DirectionBits.ToString(),
+                    FontSize = 12,
+                    FontWeight = FontWeights.Bold,
+                    Foreground = Brushes.Black,
+                    Background = Brushes.Yellow,
+                    Padding = new Thickness(2)
+                };
+
+                Canvas.SetLeft(numberLabel, point.X + 8); // 교차점 우측에 표시
+                Canvas.SetTop(numberLabel, point.Y - 6);  // 약간 위쪽으로 조정
+                cnvVisualization.Children.Add(numberLabel);
+            }
+        }
+
+        private void DrawDiagonals()
+        {
+            if (_currentData == null) return;
+            foreach (var diagonal in _currentData.DiagonalLines)
+            {
+                var startPoint = TransformPoint(diagonal.StartX, diagonal.StartY);
+                var endPoint = TransformPoint(diagonal.EndX, diagonal.EndY);
+                
+                // 대각선 표시
+                var line = new Line
+                {
+                    X1 = startPoint.X,
+                    Y1 = startPoint.Y,
+                    X2 = endPoint.X,
+                    Y2 = endPoint.Y,
+                    Stroke = Brushes.Green,
+                    StrokeThickness = 2,
+                    StrokeDashArray = new DoubleCollection { 5, 3 } // 점선으로 표시
+                };
+                cnvVisualization.Children.Add(line);
+                
+                // 대각선 중앙에 라벨 표시
+                if (!string.IsNullOrEmpty(diagonal.Label))
+                {
+                    var centerX = (startPoint.X + endPoint.X) / 2;
+                    var centerY = (startPoint.Y + endPoint.Y) / 2;
+                    
+                    var label = new TextBlock
+                    {
+                        Text = diagonal.Label,
+                        FontSize = 9,
+                        FontWeight = FontWeights.Bold,
+                        Foreground = Brushes.Green,
+                        Background = Brushes.White
+                    };
+                    Canvas.SetLeft(label, centerX - 20); // 중앙에서 약간 왼쪽으로
+                    Canvas.SetTop(label, centerY - 10);  // 중앙에서 약간 위쪽으로
+                    cnvVisualization.Children.Add(label);
+                }
+            }
+        }
+
+        private System.Windows.Media.Brush GetIntersectionColor(IntersectionInfo intersection)
+        {
+            if (intersection.IsTopLeft && intersection.IsBottomRight)
+                return Brushes.Purple; // 둘 다 가능
+            else if (intersection.IsTopLeft)
+                return Brushes.Green;  // topLeft 후보
+            else if (intersection.IsBottomRight)
+                return Brushes.Blue;   // bottomRight 후보
+            else
+                return Brushes.Red;    // 기타
+        }
+
+        private void RefreshVisualization(object sender, RoutedEventArgs e)
+        {
+            RefreshVisualization();
+        }
+
+        private void BtnZoomFit_Click(object sender, RoutedEventArgs e)
+        {
+            svViewer.Reset();
+        }
+
+        private void CnvVisualization_MouseMove(object sender, MouseEventArgs e)
+        {
+            var pos = e.GetPosition(cnvVisualization);
+            txtMousePos.Text = $"마우스: ({pos.X:F0}, {pos.Y:F0})";
+        }
+    }
+}

csharp_mapping_usage.cs

@@ -8,37 +8,37 @@ using System.Text.Json.Serialization;
 public class MappingTableData
 {
     [JsonPropertyName("mapping_table")]
-    public MappingTable MappingTable { get; set; }
+    public MappingTable MappingTable { get; set; } = default!;
 }
 
 public class MappingTable
 {
     [JsonPropertyName("ailabel_to_systems")]
-    public Dictionary<string, SystemFields> AilabelToSystems { get; set; }
+    public Dictionary<string, SystemFields> AilabelToSystems { get; set; } = default!;
     
     [JsonPropertyName("system_mappings")]
-    public SystemMappings SystemMappings { get; set; }
+    public SystemMappings SystemMappings { get; set; } = default!;
 }
 
 public class SystemFields
 {
     [JsonPropertyName("molit")]
-    public string Molit { get; set; }
+    public string Molit { get; set; } = default!;
     
     [JsonPropertyName("expressway")]
-    public string Expressway { get; set; }
+    public string Expressway { get; set; } = default!;
     
     [JsonPropertyName("railway")]
-    public string Railway { get; set; }
+    public string Railway { get; set; } = default!;
     
     [JsonPropertyName("docaikey")]
-    public string DocAiKey { get; set; }
+    public string DocAiKey { get; set; } = default!;
 }
 
 public class SystemMappings
 {
     [JsonPropertyName("expressway_to_transportation")]
-    public Dictionary<string, string> ExpresswayToTransportation { get; set; }
+    public Dictionary<string, string> ExpresswayToTransportation { get; set; } = default!;
 }
 
 // 필드 매퍼 클래스
@@ -73,7 +73,7 @@ public class FieldMapper
             
             var mappingData = JsonSerializer.Deserialize<MappingTableData>(jsonContent, options);
             Console.WriteLine($"[DEBUG] 매핑 테이블 로드 성공: {mappingData?.MappingTable?.AilabelToSystems?.Count ?? 0}개 항목");
-            return new FieldMapper(mappingData);
+            return new FieldMapper(mappingData!);
         }
         catch (JsonException jsonEx)
         {
@@ -213,7 +213,7 @@ public class FieldMapper
     /// <summary>
     /// AI 라벨을 고속도로공사 필드명으로 변환
     /// </summary>
-    public string AilabelToExpressway(string ailabel)
+    public string? AilabelToExpressway(string ailabel)
     {
         if (_mappingData.MappingTable.AilabelToSystems.TryGetValue(ailabel, out var systemFields))
         {
@@ -225,7 +225,7 @@ public class FieldMapper
     /// <summary>
     /// AI 라벨을 DocAiKey 값으로 변환
     /// </summary>
-    public string AilabelToDocAiKey(string ailabel)
+    public string? AilabelToDocAiKey(string ailabel)
     {
         if (_mappingData.MappingTable.AilabelToSystems.TryGetValue(ailabel, out var systemFields))
         {
@@ -237,7 +237,7 @@ public class FieldMapper
     /// <summary>
     /// 고속도로공사 필드명을 교통부 필드명으로 변환
     /// </summary>
-    public string ExpresswayToTransportation(string expresswayField)
+    public string? ExpresswayToTransportation(string expresswayField)
     {
         if (_mappingData.MappingTable.SystemMappings.ExpresswayToTransportation.TryGetValue(expresswayField, out var transportationField))
         {
@@ -249,7 +249,7 @@ public class FieldMapper
     /// <summary>
     /// DocAiKey 값으로부터 해당하는 AI 라벨을 반환
     /// </summary>
-    public string DocAiKeyToAilabel(string docAiKey)
+    public string? DocAiKeyToAilabel(string docAiKey)
     {
         if (string.IsNullOrEmpty(docAiKey))
         {
@@ -269,7 +269,7 @@ public class FieldMapper
     /// <summary>
     /// Expressway 필드값으로부터 해당하는 AI 라벨을 반환
     /// </summary>
-    public string ExpresswayToAilabel(string expresswayField)
+    public string? ExpresswayToAilabel(string expresswayField)
     {
         if (string.IsNullOrEmpty(expresswayField))
         {
@@ -289,7 +289,7 @@ public class FieldMapper
     /// <summary>
     /// AI 라벨 → 고속도로공사 → 교통부 순서로 변환
     /// </summary>
-    public string AilabelToTransportationViaExpressway(string ailabel)
+    public string? AilabelToTransportationViaExpressway(string ailabel)
     {
         var expresswayField = AilabelToExpressway(ailabel);
         if (!string.IsNullOrEmpty(expresswayField))
@@ -302,7 +302,7 @@ public class FieldMapper
     /// <summary>
     /// AI 라벨에 해당하는 모든 시스템의 필드명을 반환
     /// </summary>
-    public SystemFields GetAllSystemFields(string ailabel)
+    public SystemFields? GetAllSystemFields(string ailabel)
     {
         if (_mappingData.MappingTable.AilabelToSystems.TryGetValue(ailabel, out var systemFields))
         {
@@ -314,9 +314,9 @@ public class FieldMapper
     /// <summary>
     /// 여러 AI 라벨을 한번에 고속도로공사 필드명으로 변환
     /// </summary>
-    public Dictionary<string, string> BatchConvertAilabelToExpressway(IEnumerable<string> ailabels)
+    public Dictionary<string, string?> BatchConvertAilabelToExpressway(IEnumerable<string> ailabels)
     {
-        var results = new Dictionary<string, string>();
+        var results = new Dictionary<string, string?>();
         foreach (var label in ailabels)
         {
             results[label] = AilabelToExpressway(label);
@@ -327,9 +327,9 @@ public class FieldMapper
     /// <summary>
     /// 여러 고속도로공사 필드를 한번에 교통부 필드명으로 변환
     /// </summary>
-    public Dictionary<string, string> BatchConvertExpresswayToTransportation(IEnumerable<string> expresswayFields)
+    public Dictionary<string, string?> BatchConvertExpresswayToTransportation(IEnumerable<string> expresswayFields)
     {
-        var results = new Dictionary<string, string>();
+        var results = new Dictionary<string, string?>();
         foreach (var field in expresswayFields)
         {
             results[field] = ExpresswayToTransportation(field);