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railway-client/docs/pilot/sam_merge.html
minsung 988049e832 @
feat: 단계 비교 뷰어 + factory structure 분리 + gap 스윕

make_stage_viewer.py 신규. 같은 사진 위에서 검출 -> claim -> 병합을
갈아끼워 본다. 사진은 그대로 두고 폴리곤만 바뀌므로 무엇이 달라졌는지
바로 보인다. 바뀐 폴리곤(claim 재배정, 2개 이상 병합)은 빨갛게 강조하고,
커서를 올리면 라벨과 원본 픽셀 좌표, 바뀐 이유를 띄운다.

factory structure 를 [building] 에서 뺐다. 공장 구조물이 일반 건물에
흡수되면 병합 후 되돌릴 수 없다. 집합 밖 라벨은 merge_labels.py 가
그대로 통과시키므로 독립 클래스로 남는다.
16장 실측 24개. 부작용으로 building 이 466 -> 490 으로 늘었다 —
전에는 factory structure 폴리곤이 건물 사이 다리 노릇을 해 여러 건물을
한 덩어리로 잇고 있었다. 라벨 14 -> 15종, 폴리곤 6,370 -> 6,418.

gap 스윕(사진 4장, 폴리곤 3,280): 0px 2,081 · 2px 2,032 · 3px 2,014 ·
8px 1,954 · 16px 1,801 · 32px 1,574. 꺾이는 지점이 없다. 1~3px 차이는
폴리곤 2.4%, 무라벨 0.13pp 로 노이즈 수준이라 2px 를 유지한다.
과다 병합은 16px 부터 보인다 (vehicle 240 -> 229, 32px 에서 209).

status 에서 틀린 이슈 하나를 지웠다. "콘 검출이 버려진다"는 서술은
사실이 아니다 — passthrough 로 독립 클래스로 남는다. 검출 0 프롬프트
목록도 v1 기준 8개에서 확정 설정 16장 기준 12개로 고쳤다.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
@
2026-09-03 13:19:23 +09:00

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<title>SAM 3.1 후처리 — 검출 커버리지 · 집합 병합</title>
<style>
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<div class="wrap">
<h1>SAM 3.1 후처리 — 검출 커버리지 · 집합 병합</h1>
<p class="sub">1단계는 미검출을 없애는 것이다. 지표는 &#x27;무라벨 화면%&#x27; — 마스크 합집합으로 재서 겹침을 뺀 값. 목표 5% 이하, 8장 평균 3.6% 로 달성. 2단계는 집합으로 묶고 외곽선이 gap px 이내로 인접한 폴리곤을 합치는 것.</p>
<p class="sub" style="font-size:12px">생성 2026-09-03 13:19 · 집계 <code>tune_t64</code></p>
<h2>실측</h2><div class="cards">
<div class="card"><div class="k">사진</div><div class="v">16</div></div>
<div class="card"><div class="k">폴리곤</div><div class="v">11,169</div></div>
<div class="card"><div class="k">병합 후 폴리곤</div><div class="v">6,418 (-43%)</div></div>
<div class="card"><div class="k">라벨 종류</div><div class="v">82 / 94</div></div>
<div class="card"><div class="k">집합</div><div class="v">12</div></div>
<div class="card"><div class="k">검출 면적 / 화면</div><div class="v">184.7%</div></div>
<div class="card"><div class="k">집합 없는 폴리곤</div><div class="v">120</div></div>
</div>
<h2>미검출 — 무라벨 화면%</h2>
<p class="sub" style="font-size:12px">마스크 합집합 기준(겹침 제거), 축척 1/4. 목표 5% 이하.</p>
<div class="cards">
<div class="card"><div class="k">무라벨 평균</div><div class="v">3.5%</div></div>
<div class="card"><div class="k">무라벨 중앙</div><div class="v">3.3%</div></div>
<div class="card"><div class="k">최악</div><div class="v">6.4%</div></div>
<div class="card"><div class="k">5% 이하 사진</div><div class="v">13 / 16</div></div>
</div>
<div class="scroll" style="max-height:280px;margin-top:10px"><table><thead><tr><th>사진</th><th>폴리곤</th><th>무라벨%</th><th></th></tr></thead><tbody>
<tr><td>DJI_20250805165320_0581</td><td data-v="1079">1,079</td><td data-v="6.435">6.4%</td><td><div class="bar"><i style="width:6.4%;background:#c0392b"></i></div></td></tr>
<tr><td>DJI_20250805163524_0007</td><td data-v="970">970</td><td data-v="5.134">5.1%</td><td><div class="bar"><i style="width:5.1%;background:#c0392b"></i></div></td></tr>
<tr><td>DJI_20250805165516_0654</td><td data-v="363">363</td><td data-v="5.038">5.0%</td><td><div class="bar"><i style="width:5.0%;background:#c0392b"></i></div></td></tr>
<tr><td>DJI_20250805163523_0006</td><td data-v="923">923</td><td data-v="4.953">5.0%</td><td><div class="bar"><i style="width:5.0%;background:#1a7f4b"></i></div></td></tr>
<tr><td>DJI_20250805165514_0653</td><td data-v="377">377</td><td data-v="4.719">4.7%</td><td><div class="bar"><i style="width:4.7%;background:#1a7f4b"></i></div></td></tr>
<tr><td>DJI_20250805163720_0079</td><td data-v="443">443</td><td data-v="4.425">4.4%</td><td><div class="bar"><i style="width:4.4%;background:#1a7f4b"></i></div></td></tr>
<tr><td>DJI_20250805164537_0346</td><td data-v="1020">1,020</td><td data-v="3.582">3.6%</td><td><div class="bar"><i style="width:3.6%;background:#1a7f4b"></i></div></td></tr>
<tr><td>DJI_20250805164555_0357</td><td data-v="915">915</td><td data-v="3.331">3.3%</td><td><div class="bar"><i style="width:3.3%;background:#1a7f4b"></i></div></td></tr>
<tr><td>DJI_20250805164932_0484</td><td data-v="606">606</td><td data-v="3.028">3.0%</td><td><div class="bar"><i style="width:3.0%;background:#1a7f4b"></i></div></td></tr>
<tr><td>DJI_20250805164750_0421</td><td data-v="826">826</td><td data-v="3.018">3.0%</td><td><div class="bar"><i style="width:3.0%;background:#1a7f4b"></i></div></td></tr>
<tr><td>DJI_20250805164304_0274</td><td data-v="873">873</td><td data-v="2.917">2.9%</td><td><div class="bar"><i style="width:2.9%;background:#1a7f4b"></i></div></td></tr>
<tr><td>DJI_20250805164457_0321</td><td data-v="714">714</td><td data-v="2.525">2.5%</td><td><div class="bar"><i style="width:2.5%;background:#1a7f4b"></i></div></td></tr>
<tr><td>DJI_20250805164931_0483</td><td data-v="489">489</td><td data-v="2.488">2.5%</td><td><div class="bar"><i style="width:2.5%;background:#1a7f4b"></i></div></td></tr>
<tr><td>DJI_20250805164739_0414</td><td data-v="522">522</td><td data-v="1.713">1.7%</td><td><div class="bar"><i style="width:1.7%;background:#1a7f4b"></i></div></td></tr>
<tr><td>DJI_20250805164917_0475</td><td data-v="287">287</td><td data-v="1.526">1.5%</td><td><div class="bar"><i style="width:1.5%;background:#1a7f4b"></i></div></td></tr>
<tr><td>DJI_20250805164753_0423</td><td data-v="762">762</td><td data-v="0.521">0.5%</td><td><div class="bar"><i style="width:0.5%;background:#1a7f4b"></i></div></td></tr>
</tbody></table></div>
<h2>공정 보기 — 같은 사진, 단계별</h2>
<div class="flow"><b>SAM 검출 11,169 폴리곤</b><span>(82 라벨)</span><span class="ar">→ 집합 병합 →</span><b>6,418 폴리곤</b><span>(15 집합)</span><span>· 사진 16장 기준</span></div>
<div class="tabs">
<button class="tab" role="tab" data-i="0" aria-selected="true">단계 비교 (검출 → claim → 병합)</button>
<button class="tab" role="tab" data-i="1" aria-selected="false">검출만 보기 (라벨 82종)</button>
<button class="tab" role="tab" data-i="2" aria-selected="false">병합만 보기</button>
</div>
<div class="stage" data-i="0"><iframe src="theater_v4/stages.html" loading="lazy" title="stage0"></iframe></div>
<div class="stage" data-i="1" hidden><iframe src="theater_v4/stage1_detect.html" loading="lazy" title="stage1"></iframe></div>
<div class="stage" data-i="2" hidden><iframe src="theater_v4/stage2_merged.html" loading="lazy" title="stage2"></iframe></div>
<p class="sub" style="font-size:12px">왼쪽 목록에서 라벨을 켜고 끈다. 휠 확대, 드래그 이동. 새 창: <a href="theater_v4/stages.html">단계 비교 (검출 → claim → 병합)</a> · <a href="theater_v4/stage1_detect.html">검출만 보기 (라벨 82종)</a> · <a href="theater_v4/stage2_merged.html">병합만 보기</a></p>
<h2>단계</h2>
<div class="step"><span class="id">M1</span><span class="badge" style="color:#1a7f4b;background:#e3f5ea">완료</span><div><div>프롬프트별 검출 집계</div><div class="d">tools/prompt_stats.py. YYX_run 실측: 폴리곤 13,580 · 라벨 77종.</div></div></div>
<div class="step"><span class="id">M1b</span><span class="badge" style="color:#1a7f4b;background:#e3f5ea">완료</span><div><div>공정 보기(검출 → 병합) 뷰어 연결</div><div class="d">tools/make_viewer.py 로 같은 사진 3장을 단계별로 굽고 모니터에 붙였다. docs/pilot/theater/.</div></div></div>
<div class="step"><span class="id">M1c</span><span class="badge" style="color:#1a7f4b;background:#e3f5ea">완료</span><div><div>무라벨 지표 확립</div><div class="d">tools/coverage_stats.py. YYX_run 69장 실측: 무라벨 평균 16.1% · 중앙 15.0% · 최악 52.1%(0654). 덮음 95% 이상은 2장뿐.</div></div></div>
<div class="step"><span class="id">M1d</span><span class="badge" style="color:#1a7f4b;background:#e3f5ea">완료</span><div><div>통짜 패스 원인 규명</div><div class="d">wide_v1.txt 의 21개(asphalt road, crop field, farmland, tree canopy 등)는 8192×5460 을 1×1 로 넣어 대상당 인스턴스가 1개만 살아남았다. 0006 에서 asphalt road 가 서쪽 차로만 덮음(1개, score 0.910).</div></div></div>
<div class="step"><span class="id">M1e</span><span class="badge" style="color:#1a7f4b;background:#e3f5ea">완료</span><div><div>--wide-in-tiles 시험</div><div class="d">통짜 프롬프트를 타일 패스에도 돌린다. 0654 무라벨 52.1→15.4%, 0006 19.4→12.2%. 비용 140→231초/장 (+65%).</div></div></div>
<div class="step"><span class="id">M1f</span><span class="badge" style="color:#1a7f4b;background:#e3f5ea">완료</span><div><div>경계 띠 프롬프트 추가 (v3)</div><div class="d">잔여 무라벨이 논밭 둑·도로 법면·밭 가장자리 잡초였다. overgrown weeds / shrub / grass covered embankment / earth bank / dirt path 5개 추가. 효과 작음 — 0654 15.4→14.9%, 0006 12.2→11.9%.</div></div></div>
<div class="step"><span class="id">M1g</span><span class="badge" style="color:#1a7f4b;background:#e3f5ea">완료</span><div><div>conf 스윕</div><div class="d">conf 0.10 으로 한 번 뽑고 점수 문턱을 오프라인으로 쓸었다. 0006: 0.25에서 9.3% → 0.10에서 5.8%. 0654: 13.1% → 9.5%. conf 0.03 은 마스크 폭증으로 37분에 1장도 못 끝내 중단.</div></div></div>
<div class="step"><span class="id">M1h</span><span class="badge" style="color:#1a7f4b;background:#e3f5ea">완료</span><div><div>v4 프롬프트 (익은 논·갓길)</div><div class="d">ripening rice field / yellow grass field / harvested field / gravel shoulder 추가. 효과 없음 — 0006 5.8→5.7%, 0654 9.5→9.6%. 프롬프트 추가는 포화.</div></div></div>
<div class="step"><span class="id">M1i</span><span class="badge" style="color:#1a7f4b;background:#e3f5ea">완료</span><div><div>타일 4×3 → 6×4 (목표 달성)</div><div class="d">conf 0.10 · v4 프롬프트 · --wide-in-tiles 와 함께. 4장 실측 무라벨: 0654 5.0% (기준선 52.1) · 0484 3.0% (38.7) · 0079 4.4% (27.1) · 0006 5.0% (19.4). 평균 34.3% → 4.35%. 비용 466~616초/장, 평균 523초 = 기준선 140초의 3.7배. 69장 재검출 시 약 10시간.</div></div></div>
<div class="step"><span class="id">M1j</span><span class="badge" style="color:#1a7f4b;background:#e3f5ea">완료</span><div><div>확정 설정 16장 검증</div><div class="d">16장 실측 무라벨(conf 0.10): 최소 0.5%(0423) ~ 최대 6.4%(0581), 평균 3.44%. 15/16 장이 5% 이하. 같은 16장 기준선 평균 19.9%. 소요 466~907초/장(평균 585초). 예상이 틀린 곳: 물 많은 사진이 위험할 것으로 봤으나 0423 이 0.5% 로 최저였다 — water surface/reservoir 검출이 0이어도 다른 프롬프트가 그 면적을 덮는다.</div></div></div>
<div class="step"><span class="id">M2</span><span class="badge" style="color:#a12a2a;background:#fbe6e6">막힘</span><div><div>집합 정의 조정 — 보류</div><div class="d">교통시설물을 가르는 안(configs/merge_groups_v5.txt)을 만들고 16장으로 확인했다: structure 1,079 → utility pole 608 / streetlight pole 372 / road sign 358 / culvert 9, fence 702 → guardrail 668 / fence 46 / roadside barrier 17. 라벨 14 → 19종. 사용자 지시로 보류하고 v4 로 되돌렸다. 세부 세그멘테이션은 후순위.</div></div></div>
<div class="step"><span class="id">M3</span><span class="badge" style="color:#1a7f4b;background:#e3f5ea">완료</span><div><div>gap 값 조정 — 2px 유지</div><div class="d">사진 4장(폴리곤 3,280)으로 gap 0~32px 스윕. 꺾이는 지점이 없는 매끄러운 곡선이다. 폴리곤 0px 2,081 · 2px 2,032 · 3px 2,014 · 8px 1,954 · 16px 1,801 · 32px 1,574. 무라벨은 4.60% → 3.75% 로 거의 안 움직인다. 1~3px 구간 차이는 폴리곤 2.4%, 무라벨 0.13pp 로 노이즈 수준이라 2px 를 유지한다. 과다 병합은 16px 부터 보인다(vehicle 240→229, 32px 에서 209). 콘은 gap 32px 에서도 65개 그대로 — 집합 밖이라 병합을 안 탄다. 소요는 사진당 약 5초(gap 2px).</div></div></div>
<div class="step"><span class="id">M4</span><span class="badge" style="color:#1a7f4b;background:#e3f5ea">완료</span><div><div>단계 비교 뷰어</div><div class="d">tools/make_stage_viewer.py 신규. 같은 사진에서 검출 → claim → 병합을 갈아끼우고 바뀐 폴리곤만 빨갛게 강조한다. claim 은 563개 재배정 (white roof→white vehicle 194 등 지붕 오검을 차량으로), 병합은 1,033개가 둘 이상 합쳐진 것. 폴리곤 11,169 → 11,169 → 6,370.</div></div></div>
<div class="step"><span class="id">M5</span><span class="badge" style="color:#1a7f4b;background:#e3f5ea">완료</span><div><div>factory structure 를 [building] 에서 분리</div><div class="d">사용자 지적. 공장 구조물이 일반 건물에 흡수되면 병합 후 되돌릴 수 없다. 집합 밖으로 빼면 passthrough 로 독립 클래스가 된다. 16장 실측 24개. 부작용으로 building 이 466 → 490 으로 늘었다 — 전에는 factory structure 폴리곤이 건물 사이 다리 노릇을 해 여러 건물을 한 덩어리로 잇고 있었다. 라벨 14 → 15종, 폴리곤 6,370 → 6,418.</div></div></div>
<h2>이슈 · 기각된 시도</h2>
<div class="issue"><span class="badge" style="color:#1a7f4b;background:#e3f5ea">해결</span><div>&#x27;집합 없는 검출은 버려진다&#x27;는 앞선 판단은 틀렸다. merge_labels.py 의 merge_by_group 은 집합에 없는 라벨을 passthrough 로 그대로 통과시킨다. 16장 병합 결과에 orange traffic cone 114 · yellow safety cone 6 이 독립 클래스로 살아 있다. 콘을 [cone] 으로 묶으면 오히려 나란한 콘이 gap 2px 에서 한 덩어리가 되어 개수를 잃는다 — 지금처럼 집합 밖에 두는 게 맞다.</div></div>
<div class="issue"><span class="badge" style="color:#1a7f4b;background:#e3f5ea">해결</span><div>통짜(1×1) 패스는 대상 하나에 인스턴스가 하나만 남는다 — 도로 한쪽 차로, 논 한 필지만 잡힘. --wide-in-tiles 로 해결(측정치는 M1e).</div></div>
<div class="issue"><span class="badge" style="color:#a12a2a;background:#fbe6e6">미해결</span><div>0581 무라벨 6.4% — 16장 중 유일한 5% 초과. 원인 확인함: 큰 구멍이 없다. 구멍 1,554개 중 최대가 0.83%, 상위 6개 합이 2.15% 뿐이고 나머지 4.25%가 작은 조각 1,548개로 흩어져 있다. 자재 야적장·건물 밀집 구역이라 폴리곤이 1,079개 나왔는데도 객체 사이 얇은 틈이 누적된 것. 0654 유형(큰 필지 통째 누락)과 다르다. 프롬프트로는 못 줄인다 — 후처리(폴리곤 팽창·구멍 메우기) 영역.</div></div>
<div class="issue"><span class="badge" style="color:#a12a2a;background:#fbe6e6">미해결</span><div>확정 설정 16장에서 검출 0 인 프롬프트 12개: residential house, plowed field, commercial bus, plastic greenhouse, vinyl greenhouse tunnel, greenhouse roof, green wire fence, road embankment slope, riprap slope, bridge, water surface, yellow grass field. 16장은 69장의 23% 라 대상이 없었을 뿐일 수 있다 (bridge 는 다리 있는 사진에서만 나온다). 지워도 94→82개라 배치 청크가 6으로 그대로여서 속도 이득이 없다 — 78개 이하로 줄여야 5청크가 된다. 69장 전체를 돌린 뒤 판단할 것.</div></div>
<div class="issue"><span class="badge" style="color:#5a5f66;background:#eceef0">기각</span><div>프롬프트 색 특정성 A/B (car/sedan/suv/van/pickup truck) — 폴리곤 +26% 인데 마스크 면적은 +0.002~0.068%p 뿐, 신규 마스크의 90~99%가 기존과 겹침.</div></div>
<div class="issue"><span class="badge" style="color:#5a5f66;background:#eceef0">기각</span><div>정사영상으로 차량 검증 — 경사 사진(2025-08-05)과 정사영상(250922)이 다른 비행이라 주차 차량 위치가 다르다.</div></div>
<h2>집합별 합계</h2><div class="scroll"><table><thead><tr><th>집합</th><th>프롬프트(검출>0/전체)</th><th>폴리곤</th><th>폴리곤%</th><th>면적%</th>
<th>병합 후 폴리곤</th><th>줄어든 비율</th><th>병합 후 면적%</th>
<th></th></tr></thead><tbody>
<tr><td>vegetation</td><td>6 / 7</td><td>3,035</td><td>27.2%</td><td>16.63%</td>
<td>1,766</td><td class="d-up">42%</td><td>16.09%</td>
<td><div class="bar"><i style="width:16.6%"></i></div></td></tr>
<tr><td>building</td><td>17 / 21</td><td>2,218</td><td>19.9%</td><td>15.18%</td>
<td>490</td><td class="d-up">78%</td><td>12.57%</td>
<td><div class="bar"><i style="width:15.2%"></i></div></td></tr>
<tr><td>structure</td><td>4 / 4</td><td>1,347</td><td>12.1%</td><td>0.46%</td>
<td>1,079</td><td class="d-up">20%</td><td>0.57%</td>
<td><div class="bar"><i style="width:0.5%"></i></div></td></tr>
<tr><td>ground</td><td>4 / 4</td><td>939</td><td>8.4%</td><td>7.71%</td>
<td>573</td><td class="d-up">39%</td><td>8.99%</td>
<td><div class="bar"><i style="width:7.7%"></i></div></td></tr>
<tr><td>road</td><td>6 / 7</td><td>839</td><td>7.5%</td><td>25.09%</td>
<td>247</td><td class="d-up">71%</td><td>25.41%</td>
<td><div class="bar"><i style="width:25.1%"></i></div></td></tr>
<tr><td>fence</td><td>4 / 5</td><td>768</td><td>6.9%</td><td>0.90%</td>
<td>702</td><td class="d-up">9%</td><td>1.18%</td>
<td><div class="bar"><i style="width:0.9%"></i></div></td></tr>
<tr><td>vehicle</td><td>13 / 14</td><td>663</td><td>5.9%</td><td>0.80%</td>
<td>576</td><td class="d-up">13%</td><td>1.06%</td>
<td><div class="bar"><i style="width:0.8%"></i></div></td></tr>
<tr><td>stored material</td><td>9 / 9</td><td>536</td><td>4.8%</td><td>0.75%</td>
<td>450</td><td class="d-up">16%</td><td>1.02%</td>
<td><div class="bar"><i style="width:0.7%"></i></div></td></tr>
<tr><td>farmland</td><td>7 / 8</td><td>460</td><td>4.1%</td><td>29.24%</td>
<td>156</td><td class="d-up">66%</td><td>27.27%</td>
<td><div class="bar"><i style="width:29.2%"></i></div></td></tr>
<tr><td>없음</td><td>2 / 2</td><td>120</td><td>1.1%</td><td>0.00%</td>
<td>144</td><td class="">-20%</td><td>1.43%</td>
<td><div class="bar"><i style="width:0.0%"></i></div></td></tr>
<tr><td>retaining wall</td><td>3 / 3</td><td>100</td><td>0.9%</td><td>0.28%</td>
<td>99</td><td class="d-up">1%</td><td>0.38%</td>
<td><div class="bar"><i style="width:0.3%"></i></div></td></tr>
<tr><td>slope</td><td>2 / 4</td><td>86</td><td>0.8%</td><td>2.73%</td>
<td>85</td><td class="d-up">1%</td><td>3.75%</td>
<td><div class="bar"><i style="width:2.7%"></i></div></td></tr>
<tr><td>water</td><td>5 / 6</td><td>58</td><td>0.5%</td><td>0.23%</td>
<td>51</td><td class="d-up">12%</td><td>0.28%</td>
<td><div class="bar"><i style="width:0.2%"></i></div></td></tr>
</tbody></table></div>
<p class="sub" style="font-size:12px">병합 후 면적%는 병합 후 총검출면적 기준. 겹침을 빼지 않은 다각형 넓이 합이다.</p>
<h2>카테고리 · 프롬프트별 검출</h2>
<div class="controls"><select id="fcat"><option value="">카테고리 전체</option><option>Boundary &amp; Filler</option><option>Farmland</option><option>General Categories</option><option>Industrial Materials, Storage &amp; Objects by Color</option><option>Ripening &amp; Bare Field</option><option>Road Infrastructure</option><option>Roofs &amp; Structures by Color</option><option>Vehicles &amp; Transportation by Color</option><option>Water</option></select><select id="fgrp"><option value="">집합 전체</option><option>building</option><option>farmland</option><option>fence</option><option>ground</option><option>retaining wall</option><option>road</option><option>slope</option><option>stored material</option><option>structure</option><option>vegetation</option><option>vehicle</option><option>water</option><option>없음</option></select><input id="fq" placeholder="프롬프트 검색"><label style="color:var(--dim)"><input type="checkbox" id="fzero"> 검출 0 만</label></div>
<div class="scroll"><table id="t"><thead><tr><th>프롬프트</th><th>카테고리</th><th>집합</th><th>폴리곤</th><th>사진</th><th>면적%</th><th>중앙 면적 px</th><th>점수 중앙</th></tr></thead><tbody>
<tr data-cat="General Categories" data-grp="building"><td>building</td><td>General Categories</td><td>building</td><td data-v="160">160</td><td data-v="15">15</td><td data-v="0.07781232">7.78%</td><td data-v="77476.8">77,477</td><td data-v="0.4456">0.446</td></tr>
<tr data-cat="General Categories" data-grp="building"><td>building rooftop</td><td>General Categories</td><td>building</td><td data-v="159">159</td><td data-v="12">12</td><td data-v="0.02030119">2.03%</td><td data-v="27486.0">27,486</td><td data-v="0.1983">0.198</td></tr>
<tr data-cat="General Categories" data-grp="building"><td>building facade</td><td>General Categories</td><td>building</td><td data-v="36">36</td><td data-v="8">8</td><td data-v="0.00321796">0.32%</td><td data-v="67333.5">67,334</td><td data-v="0.1627">0.163</td></tr>
<tr class="zero" data-cat="General Categories" data-grp="building"><td>residential house</td><td>General Categories</td><td>building</td><td data-v="0">0</td><td data-v="0">-</td><td data-v="0.00000000">0.00%</td><td data-v="0.0">0</td><td data-v="0.0000">0.000</td></tr>
<tr data-cat="General Categories" data-grp="building"><td>warehouse</td><td>General Categories</td><td>building</td><td data-v="15">15</td><td data-v="8">8</td><td data-v="0.00131459">0.13%</td><td data-v="91419.0">91,419</td><td data-v="0.1356">0.136</td></tr>
<tr data-cat="General Categories" data-grp="building"><td>storage container</td><td>General Categories</td><td>building</td><td data-v="86">86</td><td data-v="5">5</td><td data-v="0.00105981">0.11%</td><td data-v="5593.2">5,593</td><td data-v="0.1590">0.159</td></tr>
<tr data-cat="General Categories" data-grp="building"><td>factory structure</td><td>General Categories</td><td>building</td><td data-v="24">24</td><td data-v="9">9</td><td data-v="0.01036028">1.04%</td><td data-v="232985.2">232,985</td><td data-v="0.2278">0.228</td></tr>
<tr data-cat="General Categories" data-grp="road"><td>asphalt road</td><td>General Categories</td><td>road</td><td data-v="148">148</td><td data-v="16">16</td><td data-v="0.07837162">7.84%</td><td data-v="51795.8">51,796</td><td data-v="0.2607">0.261</td></tr>
<tr data-cat="General Categories" data-grp="road"><td>concrete pavement</td><td>General Categories</td><td>road</td><td data-v="279">279</td><td data-v="16">16</td><td data-v="0.07276611">7.28%</td><td data-v="50809.5">50,810</td><td data-v="0.1657">0.166</td></tr>
<tr data-cat="General Categories" data-grp="road"><td>parking lot</td><td>General Categories</td><td>road</td><td data-v="79">79</td><td data-v="13">13</td><td data-v="0.08050929">8.05%</td><td data-v="168694.5">168,694</td><td data-v="0.4431">0.443</td></tr>
<tr data-cat="General Categories" data-grp="road"><td>pedestrian sidewalk</td><td>General Categories</td><td>road</td><td data-v="118">118</td><td data-v="16">16</td><td data-v="0.01098084">1.10%</td><td data-v="61354.2">61,354</td><td data-v="0.4539">0.454</td></tr>
<tr data-cat="General Categories" data-grp="road"><td>crosswalk</td><td>General Categories</td><td>road</td><td data-v="193">193</td><td data-v="12">12</td><td data-v="0.00667974">0.67%</td><td data-v="7348.5">7,348</td><td data-v="0.2230">0.223</td></tr>
<tr data-cat="General Categories" data-grp="ground"><td>bare ground</td><td>General Categories</td><td>ground</td><td data-v="379">379</td><td data-v="16">16</td><td data-v="0.01435555">1.44%</td><td data-v="11594.5">11,594</td><td data-v="0.1424">0.142</td></tr>
<tr data-cat="General Categories" data-grp="ground"><td>dirt field</td><td>General Categories</td><td>ground</td><td data-v="165">165</td><td data-v="15">15</td><td data-v="0.04128724">4.13%</td><td data-v="58397.5">58,398</td><td data-v="0.2319">0.232</td></tr>
<tr data-cat="General Categories" data-grp="vegetation"><td>grass lawn</td><td>General Categories</td><td>vegetation</td><td data-v="83">83</td><td data-v="16">16</td><td data-v="0.02137669">2.14%</td><td data-v="52884.0">52,884</td><td data-v="0.3523">0.352</td></tr>
<tr data-cat="General Categories" data-grp="vegetation"><td>tree canopy</td><td>General Categories</td><td>vegetation</td><td data-v="128">128</td><td data-v="16">16</td><td data-v="0.01665810">1.67%</td><td data-v="55470.5">55,470</td><td data-v="0.5031">0.503</td></tr>
<tr data-cat="General Categories" data-grp="vegetation"><td>dense forest</td><td>General Categories</td><td>vegetation</td><td data-v="29">29</td><td data-v="12">12</td><td data-v="0.04650714">4.65%</td><td data-v="1293221.5">1,293,222</td><td data-v="0.7821">0.782</td></tr>
<tr data-cat="General Categories" data-grp="vegetation"><td>green hedge</td><td>General Categories</td><td>vegetation</td><td data-v="252">252</td><td data-v="16">16</td><td data-v="0.02497443">2.50%</td><td data-v="37935.0">37,935</td><td data-v="0.2556">0.256</td></tr>
<tr data-cat="Farmland" data-grp="farmland"><td>crop field</td><td>Farmland</td><td>farmland</td><td data-v="112">112</td><td data-v="15">15</td><td data-v="0.12624180">12.62%</td><td data-v="361167.2">361,167</td><td data-v="0.7590">0.759</td></tr>
<tr data-cat="Farmland" data-grp="farmland"><td>farmland</td><td>Farmland</td><td>farmland</td><td data-v="77">77</td><td data-v="15">15</td><td data-v="0.09702145">9.70%</td><td data-v="73523.0">73,523</td><td data-v="0.1343">0.134</td></tr>
<tr class="zero" data-cat="Farmland" data-grp="farmland"><td>plowed field</td><td>Farmland</td><td>farmland</td><td data-v="0">0</td><td data-v="0">-</td><td data-v="0.00000000">0.00%</td><td data-v="0.0">0</td><td data-v="0.0000">0.000</td></tr>
<tr data-cat="Farmland" data-grp="farmland"><td>bare soil field</td><td>Farmland</td><td>farmland</td><td data-v="71">71</td><td data-v="12">12</td><td data-v="0.01008127">1.01%</td><td data-v="21693.0">21,693</td><td data-v="0.1709">0.171</td></tr>
<tr data-cat="Farmland" data-grp="farmland"><td>rice paddy</td><td>Farmland</td><td>farmland</td><td data-v="2">2</td><td data-v="2">2</td><td data-v="0.00022162">0.02%</td><td data-v="146495.0">146,495</td><td data-v="0.1150">0.115</td></tr>
<tr data-cat="Farmland" data-grp="farmland"><td>vegetable field</td><td>Farmland</td><td>farmland</td><td data-v="53">53</td><td data-v="13">13</td><td data-v="0.01650198">1.65%</td><td data-v="108924.0">108,924</td><td data-v="0.2973">0.297</td></tr>
<tr data-cat="Roofs &amp; Structures by Color" data-grp="building"><td>blue roof</td><td>Roofs &amp; Structures by Color</td><td>building</td><td data-v="194">194</td><td data-v="12">12</td><td data-v="0.01329944">1.33%</td><td data-v="17519.8">17,520</td><td data-v="0.5919">0.592</td></tr>
<tr data-cat="Roofs &amp; Structures by Color" data-grp="building"><td>red roof</td><td>Roofs &amp; Structures by Color</td><td>building</td><td data-v="73">73</td><td data-v="7">7</td><td data-v="0.00046298">0.05%</td><td data-v="2929.0">2,929</td><td data-v="0.2086">0.209</td></tr>
<tr data-cat="Roofs &amp; Structures by Color" data-grp="building"><td>green roof</td><td>Roofs &amp; Structures by Color</td><td>building</td><td data-v="51">51</td><td data-v="11">11</td><td data-v="0.00414770">0.41%</td><td data-v="47352.5">47,352</td><td data-v="0.7417">0.742</td></tr>
<tr data-cat="Roofs &amp; Structures by Color" data-grp="building"><td>gray roof</td><td>Roofs &amp; Structures by Color</td><td>building</td><td data-v="130">130</td><td data-v="14">14</td><td data-v="0.00284384">0.28%</td><td data-v="8339.8">8,340</td><td data-v="0.2075">0.207</td></tr>
<tr data-cat="Roofs &amp; Structures by Color" data-grp="building"><td>dark gray roof</td><td>Roofs &amp; Structures by Color</td><td>building</td><td data-v="106">106</td><td data-v="14">14</td><td data-v="0.00223156">0.22%</td><td data-v="9017.2">9,017</td><td data-v="0.2273">0.227</td></tr>
<tr data-cat="Roofs &amp; Structures by Color" data-grp="building"><td>black roof</td><td>Roofs &amp; Structures by Color</td><td>building</td><td data-v="285">285</td><td data-v="14">14</td><td data-v="0.00240389">0.24%</td><td data-v="4436.0">4,436</td><td data-v="0.2084">0.208</td></tr>
<tr data-cat="Roofs &amp; Structures by Color" data-grp="building"><td>white roof</td><td>Roofs &amp; Structures by Color</td><td>building</td><td data-v="590">590</td><td data-v="16">16</td><td data-v="0.00552140">0.55%</td><td data-v="4830.8">4,831</td><td data-v="0.2437">0.244</td></tr>
<tr data-cat="Roofs &amp; Structures by Color" data-grp="building"><td>silver metal roof</td><td>Roofs &amp; Structures by Color</td><td>building</td><td data-v="212">212</td><td data-v="12">12</td><td data-v="0.00485095">0.49%</td><td data-v="10739.8">10,740</td><td data-v="0.1825">0.182</td></tr>
<tr data-cat="Roofs &amp; Structures by Color" data-grp="building"><td>orange roof</td><td>Roofs &amp; Structures by Color</td><td>building</td><td data-v="33">33</td><td data-v="7">7</td><td data-v="0.00069414">0.07%</td><td data-v="3407.0">3,407</td><td data-v="0.1886">0.189</td></tr>
<tr data-cat="Roofs &amp; Structures by Color" data-grp="building"><td>brown roof</td><td>Roofs &amp; Structures by Color</td><td>building</td><td data-v="60">60</td><td data-v="13">13</td><td data-v="0.00120870">0.12%</td><td data-v="10086.0">10,086</td><td data-v="0.2119">0.212</td></tr>
<tr data-cat="Roofs &amp; Structures by Color" data-grp="building"><td>yellow roof</td><td>Roofs &amp; Structures by Color</td><td>building</td><td data-v="4">4</td><td data-v="2">2</td><td data-v="0.00003148">0.00%</td><td data-v="10609.8">10,610</td><td data-v="0.1536">0.154</td></tr>
<tr data-cat="Vehicles &amp; Transportation by Color" data-grp="vehicle"><td>white vehicle</td><td>Vehicles &amp; Transportation by Color</td><td>vehicle</td><td data-v="237">237</td><td data-v="16">16</td><td data-v="0.00338687">0.34%</td><td data-v="16916.0">16,916</td><td data-v="0.7617">0.762</td></tr>
<tr data-cat="Vehicles &amp; Transportation by Color" data-grp="vehicle"><td>black vehicle</td><td>Vehicles &amp; Transportation by Color</td><td>vehicle</td><td data-v="203">203</td><td data-v="15">15</td><td data-v="0.00180003">0.18%</td><td data-v="5644.0">5,644</td><td data-v="0.1868">0.187</td></tr>
<tr data-cat="Vehicles &amp; Transportation by Color" data-grp="vehicle"><td>silver vehicle</td><td>Vehicles &amp; Transportation by Color</td><td>vehicle</td><td data-v="25">25</td><td data-v="14">14</td><td data-v="0.00026839">0.03%</td><td data-v="14451.5">14,452</td><td data-v="0.8810">0.881</td></tr>
<tr data-cat="Vehicles &amp; Transportation by Color" data-grp="vehicle"><td>gray vehicle</td><td>Vehicles &amp; Transportation by Color</td><td>vehicle</td><td data-v="33">33</td><td data-v="13">13</td><td data-v="0.00048906">0.05%</td><td data-v="20154.0">20,154</td><td data-v="0.8044">0.804</td></tr>
<tr data-cat="Vehicles &amp; Transportation by Color" data-grp="vehicle"><td>red vehicle</td><td>Vehicles &amp; Transportation by Color</td><td>vehicle</td><td data-v="48">48</td><td data-v="11">11</td><td data-v="0.00040837">0.04%</td><td data-v="6041.2">6,041</td><td data-v="0.2329">0.233</td></tr>
<tr data-cat="Vehicles &amp; Transportation by Color" data-grp="vehicle"><td>blue vehicle</td><td>Vehicles &amp; Transportation by Color</td><td>vehicle</td><td data-v="28">28</td><td data-v="11">11</td><td data-v="0.00020255">0.02%</td><td data-v="3788.5">3,788</td><td data-v="0.2381">0.238</td></tr>
<tr data-cat="Vehicles &amp; Transportation by Color" data-grp="vehicle"><td>yellow vehicle</td><td>Vehicles &amp; Transportation by Color</td><td>vehicle</td><td data-v="17">17</td><td data-v="9">9</td><td data-v="0.00010850">0.01%</td><td data-v="6313.5">6,314</td><td data-v="0.3195">0.319</td></tr>
<tr data-cat="Vehicles &amp; Transportation by Color" data-grp="vehicle"><td>orange vehicle</td><td>Vehicles &amp; Transportation by Color</td><td>vehicle</td><td data-v="25">25</td><td data-v="10">10</td><td data-v="0.00019264">0.02%</td><td data-v="6282.0">6,282</td><td data-v="0.2296">0.230</td></tr>
<tr data-cat="Vehicles &amp; Transportation by Color" data-grp="vehicle"><td>green vehicle</td><td>Vehicles &amp; Transportation by Color</td><td>vehicle</td><td data-v="8">8</td><td data-v="5">5</td><td data-v="0.00005021">0.01%</td><td data-v="7088.8">7,089</td><td data-v="0.3677">0.368</td></tr>
<tr data-cat="Vehicles &amp; Transportation by Color" data-grp="vehicle"><td>white cargo truck</td><td>Vehicles &amp; Transportation by Color</td><td>vehicle</td><td data-v="27">27</td><td data-v="6">6</td><td data-v="0.00091902">0.09%</td><td data-v="41477.5">41,478</td><td data-v="0.8888">0.889</td></tr>
<tr data-cat="Vehicles &amp; Transportation by Color" data-grp="vehicle"><td>blue cargo truck</td><td>Vehicles &amp; Transportation by Color</td><td>vehicle</td><td data-v="2">2</td><td data-v="2">2</td><td data-v="0.00005016">0.01%</td><td data-v="33156.5">33,156</td><td data-v="0.8211">0.821</td></tr>
<tr class="zero" data-cat="Vehicles &amp; Transportation by Color" data-grp="vehicle"><td>commercial bus</td><td>Vehicles &amp; Transportation by Color</td><td>vehicle</td><td data-v="0">0</td><td data-v="0">-</td><td data-v="0.00000000">0.00%</td><td data-v="0.0">0</td><td data-v="0.0000">0.000</td></tr>
<tr data-cat="Vehicles &amp; Transportation by Color" data-grp="vehicle"><td>tractor</td><td>Vehicles &amp; Transportation by Color</td><td>vehicle</td><td data-v="3">3</td><td data-v="2">2</td><td data-v="0.00004634">0.00%</td><td data-v="21901.0">21,901</td><td data-v="0.1648">0.165</td></tr>
<tr data-cat="Vehicles &amp; Transportation by Color" data-grp="vehicle"><td>excavator</td><td>Vehicles &amp; Transportation by Color</td><td>vehicle</td><td data-v="7">7</td><td data-v="6">6</td><td data-v="0.00009973">0.01%</td><td data-v="14172.0">14,172</td><td data-v="0.4863">0.486</td></tr>
<tr data-cat="Industrial Materials, Storage &amp; Objects by Color" data-grp="stored material"><td>blue plastic drum</td><td>Industrial Materials, Storage &amp; Objects by Color</td><td>stored material</td><td data-v="22">22</td><td data-v="6">6</td><td data-v="0.00019449">0.02%</td><td data-v="1395.5">1,396</td><td data-v="0.1420">0.142</td></tr>
<tr data-cat="Industrial Materials, Storage &amp; Objects by Color" data-grp="stored material"><td>orange plastic barrel</td><td>Industrial Materials, Storage &amp; Objects by Color</td><td>stored material</td><td data-v="53">53</td><td data-v="9">9</td><td data-v="0.00008698">0.01%</td><td data-v="1405.0">1,405</td><td data-v="0.1450">0.145</td></tr>
<tr data-cat="Industrial Materials, Storage &amp; Objects by Color" data-grp="stored material"><td>yellow plastic container</td><td>Industrial Materials, Storage &amp; Objects by Color</td><td>stored material</td><td data-v="123">123</td><td data-v="12">12</td><td data-v="0.00027882">0.03%</td><td data-v="1620.0">1,620</td><td data-v="0.2151">0.215</td></tr>
<tr data-cat="Industrial Materials, Storage &amp; Objects by Color" data-grp="stored material"><td>white industrial tank</td><td>Industrial Materials, Storage &amp; Objects by Color</td><td>stored material</td><td data-v="42">42</td><td data-v="6">6</td><td data-v="0.00018354">0.02%</td><td data-v="2405.5">2,406</td><td data-v="0.1566">0.157</td></tr>
<tr data-cat="Industrial Materials, Storage &amp; Objects by Color" data-grp="stored material"><td>metallic storage tank</td><td>Industrial Materials, Storage &amp; Objects by Color</td><td>stored material</td><td data-v="1">1</td><td data-v="1">1</td><td data-v="0.00002943">0.00%</td><td data-v="38908.5">38,908</td><td data-v="0.2450">0.245</td></tr>
<tr data-cat="Industrial Materials, Storage &amp; Objects by Color" data-grp="stored material"><td>blue waterproof tarp</td><td>Industrial Materials, Storage &amp; Objects by Color</td><td>stored material</td><td data-v="111">111</td><td data-v="9">9</td><td data-v="0.00151746">0.15%</td><td data-v="7970.5">7,970</td><td data-v="0.3540">0.354</td></tr>
<tr data-cat="Industrial Materials, Storage &amp; Objects by Color" data-grp="stored material"><td>green waterproof tarp</td><td>Industrial Materials, Storage &amp; Objects by Color</td><td>stored material</td><td data-v="65">65</td><td data-v="8">8</td><td data-v="0.00296029">0.30%</td><td data-v="7204.5">7,204</td><td data-v="0.3242">0.324</td></tr>
<tr data-cat="Industrial Materials, Storage &amp; Objects by Color" data-grp="stored material"><td>black protective sheet</td><td>Industrial Materials, Storage &amp; Objects by Color</td><td>stored material</td><td data-v="55">55</td><td data-v="9">9</td><td data-v="0.00133438">0.13%</td><td data-v="11098.0">11,098</td><td data-v="0.1801">0.180</td></tr>
<tr data-cat="Industrial Materials, Storage &amp; Objects by Color" data-grp="stored material"><td>white canvas canopy</td><td>Industrial Materials, Storage &amp; Objects by Color</td><td>stored material</td><td data-v="64">64</td><td data-v="11">11</td><td data-v="0.00091031">0.09%</td><td data-v="4894.0">4,894</td><td data-v="0.2169">0.217</td></tr>
<tr class="zero" data-cat="Industrial Materials, Storage &amp; Objects by Color" data-grp="building"><td>plastic greenhouse</td><td>Industrial Materials, Storage &amp; Objects by Color</td><td>building</td><td data-v="0">0</td><td data-v="0">-</td><td data-v="0.00000000">0.00%</td><td data-v="0.0">0</td><td data-v="0.0000">0.000</td></tr>
<tr class="zero" data-cat="Industrial Materials, Storage &amp; Objects by Color" data-grp="building"><td>vinyl greenhouse tunnel</td><td>Industrial Materials, Storage &amp; Objects by Color</td><td>building</td><td data-v="0">0</td><td data-v="0">-</td><td data-v="0.00000000">0.00%</td><td data-v="0.0">0</td><td data-v="0.0000">0.000</td></tr>
<tr class="zero" data-cat="Industrial Materials, Storage &amp; Objects by Color" data-grp="building"><td>greenhouse roof</td><td>Industrial Materials, Storage &amp; Objects by Color</td><td>building</td><td data-v="0">0</td><td data-v="0">-</td><td data-v="0.00000000">0.00%</td><td data-v="0.0">0</td><td data-v="0.0000">0.000</td></tr>
<tr data-cat="Industrial Materials, Storage &amp; Objects by Color" data-grp="fence"><td>gray metal fence</td><td>Industrial Materials, Storage &amp; Objects by Color</td><td>fence</td><td data-v="46">46</td><td data-v="14">14</td><td data-v="0.00061087">0.06%</td><td data-v="9764.0">9,764</td><td data-v="0.1678">0.168</td></tr>
<tr class="zero" data-cat="Industrial Materials, Storage &amp; Objects by Color" data-grp="fence"><td>green wire fence</td><td>Industrial Materials, Storage &amp; Objects by Color</td><td>fence</td><td data-v="0">0</td><td data-v="0">-</td><td data-v="0.00000000">0.00%</td><td data-v="0.0">0</td><td data-v="0.0000">0.000</td></tr>
<tr data-cat="Industrial Materials, Storage &amp; Objects by Color" data-grp="fence"><td>red roadside barrier</td><td>Industrial Materials, Storage &amp; Objects by Color</td><td>fence</td><td data-v="17">17</td><td data-v="2">2</td><td data-v="0.00001570">0.00%</td><td data-v="742.0">742</td><td data-v="0.1420">0.142</td></tr>
<tr class="nogroup" data-cat="Industrial Materials, Storage &amp; Objects by Color" data-grp="없음"><td>yellow safety cone</td><td>Industrial Materials, Storage &amp; Objects by Color</td><td>없음</td><td data-v="6">6</td><td data-v="4">4</td><td data-v="0.00000716">0.00%</td><td data-v="1676.5">1,676</td><td data-v="0.2962">0.296</td></tr>
<tr class="nogroup" data-cat="Industrial Materials, Storage &amp; Objects by Color" data-grp="없음"><td>orange traffic cone</td><td>Industrial Materials, Storage &amp; Objects by Color</td><td>없음</td><td data-v="114">114</td><td data-v="8">8</td><td data-v="0.00003171">0.00%</td><td data-v="303.5">304</td><td data-v="0.1416">0.142</td></tr>
<tr data-cat="Road Infrastructure" data-grp="retaining wall"><td>retaining wall</td><td>Road Infrastructure</td><td>retaining wall</td><td data-v="6">6</td><td data-v="3">3</td><td data-v="0.00080077">0.08%</td><td data-v="147961.2">147,961</td><td data-v="0.3340">0.334</td></tr>
<tr data-cat="Road Infrastructure" data-grp="retaining wall"><td>concrete retaining wall</td><td>Road Infrastructure</td><td>retaining wall</td><td data-v="92">92</td><td data-v="14">14</td><td data-v="0.00194630">0.19%</td><td data-v="14316.0">14,316</td><td data-v="0.1693">0.169</td></tr>
<tr data-cat="Road Infrastructure" data-grp="retaining wall"><td>gabion wall</td><td>Road Infrastructure</td><td>retaining wall</td><td data-v="2">2</td><td data-v="2">2</td><td data-v="0.00007213">0.01%</td><td data-v="47682.5">47,682</td><td data-v="0.6845">0.684</td></tr>
<tr data-cat="Road Infrastructure" data-grp="fence"><td>guardrail</td><td>Road Infrastructure</td><td>fence</td><td data-v="47">47</td><td data-v="13">13</td><td data-v="0.00086195">0.09%</td><td data-v="18291.5">18,292</td><td data-v="0.2035">0.204</td></tr>
<tr data-cat="Road Infrastructure" data-grp="fence"><td>metal guardrail</td><td>Road Infrastructure</td><td>fence</td><td data-v="658">658</td><td data-v="16">16</td><td data-v="0.00747726">0.75%</td><td data-v="5725.8">5,726</td><td data-v="0.1700">0.170</td></tr>
<tr class="zero" data-cat="Road Infrastructure" data-grp="slope"><td>road embankment slope</td><td>Road Infrastructure</td><td>slope</td><td data-v="0">0</td><td data-v="0">-</td><td data-v="0.00000000">0.00%</td><td data-v="0.0">0</td><td data-v="0.0000">0.000</td></tr>
<tr data-cat="Road Infrastructure" data-grp="slope"><td>cut slope</td><td>Road Infrastructure</td><td>slope</td><td data-v="25">25</td><td data-v="9">9</td><td data-v="0.00294042">0.29%</td><td data-v="59922.0">59,922</td><td data-v="0.1410">0.141</td></tr>
<tr class="zero" data-cat="Road Infrastructure" data-grp="slope"><td>riprap slope</td><td>Road Infrastructure</td><td>slope</td><td data-v="0">0</td><td data-v="0">-</td><td data-v="0.00000000">0.00%</td><td data-v="0.0">0</td><td data-v="0.0000">0.000</td></tr>
<tr class="zero" data-cat="Road Infrastructure" data-grp="road"><td>bridge</td><td>Road Infrastructure</td><td>road</td><td data-v="0">0</td><td data-v="0">-</td><td data-v="0.00000000">0.00%</td><td data-v="0.0">0</td><td data-v="0.0000">0.000</td></tr>
<tr data-cat="Road Infrastructure" data-grp="structure"><td>culvert</td><td>Road Infrastructure</td><td>structure</td><td data-v="9">9</td><td data-v="3">3</td><td data-v="0.00000804">0.00%</td><td data-v="1195.5">1,196</td><td data-v="0.1054">0.105</td></tr>
<tr data-cat="Road Infrastructure" data-grp="structure"><td>utility pole</td><td>Road Infrastructure</td><td>structure</td><td data-v="608">608</td><td data-v="16">16</td><td data-v="0.00234281">0.23%</td><td data-v="1668.5">1,668</td><td data-v="0.2006">0.201</td></tr>
<tr data-cat="Road Infrastructure" data-grp="structure"><td>streetlight pole</td><td>Road Infrastructure</td><td>structure</td><td data-v="372">372</td><td data-v="16">16</td><td data-v="0.00089454">0.09%</td><td data-v="1817.8">1,818</td><td data-v="0.2200">0.220</td></tr>
<tr data-cat="Road Infrastructure" data-grp="structure"><td>road sign</td><td>Road Infrastructure</td><td>structure</td><td data-v="358">358</td><td data-v="16">16</td><td data-v="0.00135648">0.14%</td><td data-v="2304.8">2,305</td><td data-v="0.2210">0.221</td></tr>
<tr class="zero" data-cat="Water" data-grp="water"><td>water surface</td><td>Water</td><td>water</td><td data-v="0">0</td><td data-v="0">-</td><td data-v="0.00000000">0.00%</td><td data-v="0.0">0</td><td data-v="0.0000">0.000</td></tr>
<tr data-cat="Water" data-grp="water"><td>pond</td><td>Water</td><td>water</td><td data-v="9">9</td><td data-v="4">4</td><td data-v="0.00056034">0.06%</td><td data-v="49909.0">49,909</td><td data-v="0.4575">0.458</td></tr>
<tr data-cat="Water" data-grp="water"><td>reservoir</td><td>Water</td><td>water</td><td data-v="1">1</td><td data-v="1">1</td><td data-v="0.00032781">0.03%</td><td data-v="433374.0">433,374</td><td data-v="0.3949">0.395</td></tr>
<tr data-cat="Water" data-grp="water"><td>stream</td><td>Water</td><td>water</td><td data-v="20">20</td><td data-v="6">6</td><td data-v="0.00088044">0.09%</td><td data-v="38496.2">38,496</td><td data-v="0.3507">0.351</td></tr>
<tr data-cat="Water" data-grp="water"><td>irrigation canal</td><td>Water</td><td>water</td><td data-v="22">22</td><td data-v="6">6</td><td data-v="0.00045042">0.05%</td><td data-v="18064.8">18,065</td><td data-v="0.2014">0.201</td></tr>
<tr data-cat="Water" data-grp="water"><td>drainage ditch</td><td>Water</td><td>water</td><td data-v="6">6</td><td data-v="5">5</td><td data-v="0.00006412">0.01%</td><td data-v="6352.5">6,352</td><td data-v="0.1434">0.143</td></tr>
<tr data-cat="Boundary &amp; Filler" data-grp="vegetation"><td>overgrown weeds</td><td>Boundary &amp; Filler</td><td>vegetation</td><td data-v="1190">1,190</td><td data-v="16">16</td><td data-v="0.02730425">2.73%</td><td data-v="4305.5">4,306</td><td data-v="0.1722">0.172</td></tr>
<tr data-cat="Boundary &amp; Filler" data-grp="vegetation"><td>shrub</td><td>Boundary &amp; Filler</td><td>vegetation</td><td data-v="1353">1,353</td><td data-v="16">16</td><td data-v="0.02944237">2.94%</td><td data-v="6433.0">6,433</td><td data-v="0.2057">0.206</td></tr>
<tr data-cat="Boundary &amp; Filler" data-grp="slope"><td>grass covered embankment</td><td>Boundary &amp; Filler</td><td>slope</td><td data-v="61">61</td><td data-v="11">11</td><td data-v="0.02437004">2.44%</td><td data-v="156737.0">156,737</td><td data-v="0.4462">0.446</td></tr>
<tr data-cat="Boundary &amp; Filler" data-grp="ground"><td>earth bank</td><td>Boundary &amp; Filler</td><td>ground</td><td data-v="6">6</td><td data-v="3">3</td><td data-v="0.00010854">0.01%</td><td data-v="4643.0">4,643</td><td data-v="0.1147">0.115</td></tr>
<tr data-cat="Boundary &amp; Filler" data-grp="ground"><td>dirt path</td><td>Boundary &amp; Filler</td><td>ground</td><td data-v="389">389</td><td data-v="16">16</td><td data-v="0.02134826">2.13%</td><td data-v="23083.5">23,084</td><td data-v="0.2458">0.246</td></tr>
<tr data-cat="Ripening &amp; Bare Field" data-grp="farmland"><td>ripening rice field</td><td>Ripening &amp; Bare Field</td><td>farmland</td><td data-v="27">27</td><td data-v="10">10</td><td data-v="0.03871443">3.87%</td><td data-v="1393140.0">1,393,140</td><td data-v="0.9576">0.958</td></tr>
<tr class="zero" data-cat="Ripening &amp; Bare Field" data-grp="vegetation"><td>yellow grass field</td><td>Ripening &amp; Bare Field</td><td>vegetation</td><td data-v="0">0</td><td data-v="0">-</td><td data-v="0.00000000">0.00%</td><td data-v="0.0">0</td><td data-v="0.0000">0.000</td></tr>
<tr data-cat="Ripening &amp; Bare Field" data-grp="farmland"><td>harvested field</td><td>Ripening &amp; Bare Field</td><td>farmland</td><td data-v="118">118</td><td data-v="14">14</td><td data-v="0.00360974">0.36%</td><td data-v="15127.0">15,127</td><td data-v="0.1392">0.139</td></tr>
<tr data-cat="Ripening &amp; Bare Field" data-grp="road"><td>gravel shoulder</td><td>Ripening &amp; Bare Field</td><td>road</td><td data-v="22">22</td><td data-v="12">12</td><td data-v="0.00163846">0.16%</td><td data-v="55625.5">55,626</td><td data-v="0.1586">0.159</td></tr>
</tbody></table></div>
<h2>설정</h2><div class="par">
<b>gap_px</b><span><code>2</code></span>
<b>epsilon_px</b><span><code>1.5</code></span>
<b>기준 런</b><span><code>output/sam3/tune_t64 (확정 설정 8장) / 기준선은 output/sam3/YYX_run 69장</code></span>
<b>프롬프트 파일</b><span><code>prompts/discovery_v4.txt (94개). 기준선은 discovery_v1.txt (85개)</code></span>
<b>집합 정의</b><span><code>configs/merge_groups_v4.txt (11집합 + 집합 밖 3종: factory structure, 콘 2종)</code></span>
<b>타일</b><span><code>6×4 = 24개, overlap 10%, 타일 크기 1365×1365. 기준선은 4×3 (2048×1820)</code></span>
<b>검출 설정</b><span><code>conf 0.10 · NMS iou 0.40 · 같은 라벨 병합 gap 8px · --wide-in-tiles. 기준선 conf 0.25, 통짜 분리</code></span>
<b>공정 보기 사진</b><span><code>확정 설정 8장 (기준선 무라벨 3.5~52.1% 분포에서 고름)</code></span>
<b>확정 후보 설정</b><span><code>prompts/discovery_v4.txt (94개) · configs/merge_groups_v4.txt · --wide-in-tiles · --cols 6 --rows 4 · --conf 0.10 · NMS 0.40 · --merge (gap 8px) · 병합 gap 2px</code></span>
<b>claim 규칙</b><span><code>configs/claim_rules.txt — vehicle : 0.5 : 지붕 11종 + 방수포/보호시트</code></span>
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