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feat: SAM 3.1 검출 커버리지 튜닝 — 무라벨 16% → 3.6% 2D 검출 단계에서 미검출을 없애는 작업. 지표는 "무라벨 화면%" — 마스크 합집합으로 재서 겹침을 뺀 값이다. 다각형 넓이 단순 합(105%)은 겹침 때문에 미검출을 못 잡아낸다. 원인은 프롬프트가 아니라 통짜 패스였다. wide_v1.txt 의 21개 프롬프트는 8192x5460 을 1x1 로 넣어 대상 하나에 인스턴스가 하나만 살아남았다. 도로는 한쪽 차로만, 논은 한 필지만 잡혔다. BlockYYX 실측 (사진 8장): 기준선 무라벨 평균 21.6% (69장 전체로는 16.1%, 최악 52.1%) 튜닝후 무라벨 평균 3.6% (최대 5.0%) 기여도 (0654 기준): 통짜 -> 타일 패스 -36.7pp conf 0.25 -> 0.10 -5.4pp 타일 4x3 -> 6x4 -4.6pp 프롬프트 추가 9개 -0.5pp <- 거의 기여 없음 비용은 140 -> 548초/장 (3.9배). sam3_multi_prompt.py: --wide-in-tiles 플래그 추가. 통짜 프롬프트를 타일 패스에서도 돌린다. 겹치는 결과는 NMS 가 지운다. 신규 도구: coverage_stats.py 마스크 합집합으로 무라벨% 측정 prompt_stats.py 카테고리-프롬프트별 검출 집계 make_merge_monitor.py 모니터 HTML 생성 (수치는 집계 JSON 에서만) vote_labels.py 에 --rescue-pred 추가 (투표에 졌지만 표가 있고 모델도 동의하는 면을 되돌린다). 3D 작업이 다른 담당으로 넘어가 중단된 상태. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> @
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296 lines
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<title>SAM 3.1 후처리 — 검출 커버리지 · 집합 병합</title>
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<h1>SAM 3.1 후처리 — 검출 커버리지 · 집합 병합</h1>
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<p class="sub">1단계는 미검출을 없애는 것이다. 지표는 '무라벨 화면%' — 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>
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<p class="sub" style="font-size:12px">생성 2026-09-01 18:49 · 집계 <code>tune_t64</code></p>
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<h2>실측</h2><div class="cards">
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<div class="card"><div class="k">사진</div><div class="v">8</div></div>
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<div class="card"><div class="k">폴리곤</div><div class="v">4,586</div></div>
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<div class="card"><div class="k">병합 후 폴리곤</div><div class="v">2,636 (-43%)</div></div>
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<div class="card"><div class="k">라벨 종류</div><div class="v">79 / 94</div></div>
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<div class="card"><div class="k">집합</div><div class="v">12</div></div>
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<div class="card"><div class="k">검출 면적 / 화면</div><div class="v">182.1%</div></div>
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<div class="card"><div class="k">집합 없는 폴리곤</div><div class="v">50</div></div>
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</div>
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<h2>미검출 — 무라벨 화면%</h2>
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<p class="sub" style="font-size:12px">마스크 합집합 기준(겹침 제거), 축척 1/4. 목표 5% 이하.</p>
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<div class="cards">
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<div class="card"><div class="k">무라벨 평균</div><div class="v">3.6%</div></div>
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<div class="card"><div class="k">무라벨 중앙</div><div class="v">4.4%</div></div>
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<div class="card"><div class="k">최악</div><div class="v">5.0%</div></div>
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<div class="card"><div class="k">5% 이하 사진</div><div class="v">7 / 8</div></div>
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</div>
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<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>
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<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>
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<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>
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<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>
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<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>
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<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>
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<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>
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<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>
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<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>
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</tbody></table></div>
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<h2>공정 보기 — 같은 사진, 단계별</h2>
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<div class="flow"><b>SAM 검출 4,586 폴리곤</b><span>(79 라벨)</span><span class="ar">→ 집합 병합 →</span><b>2,636 폴리곤</b><span>(14 집합)</span><span>· 사진 8장 기준</span></div>
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<div class="tabs">
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<button class="tab" role="tab" data-i="0" aria-selected="true">1. SAM 검출 — 확정 설정</button>
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<button class="tab" role="tab" data-i="1" aria-selected="false">2. 집합 병합 후 (gap 2px)</button>
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<button class="tab" role="tab" data-i="2" aria-selected="false">참고: 기준선 검출 (conf 0.25, 4×3)</button>
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</div>
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<div class="stage" data-i="0"><iframe src="theater_v4/stage1_detect.html" loading="lazy" title="stage0"></iframe></div>
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<div class="stage" data-i="1" hidden><iframe src="theater_v4/stage2_merged.html" loading="lazy" title="stage1"></iframe></div>
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<div class="stage" data-i="2" hidden><iframe src="theater/stage1_detect.html" loading="lazy" title="stage2"></iframe></div>
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<p class="sub" style="font-size:12px">왼쪽 목록에서 라벨을 켜고 끈다. 휠 확대, 드래그 이동. 새 창: <a href="theater_v4/stage1_detect.html">1. SAM 검출 — 확정 설정</a> · <a href="theater_v4/stage2_merged.html">2. 집합 병합 후 (gap 2px)</a> · <a href="theater/stage1_detect.html">참고: 기준선 검출 (conf 0.25, 4×3)</a></p>
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<h2>단계</h2>
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<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>
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<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>
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<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>
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<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>
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<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>
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<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>
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<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>
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<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>
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<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>
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<div class="step"><span class="id">M1j</span><span class="badge" style="color:#1a7f4b;background:#e3f5ea">완료</span><div><div>확정 설정 8장 검증</div><div class="d">8장 실측 무라벨(conf 0.10): 0654 5.0 · 0006 5.0 · 0653 4.7 · 0079 4.4 · 0484 3.0 · 0274 2.9 · 0321 2.5 · 0475 1.5 → 평균 3.6%. 같은 8장 기준선은 평균 21.8%. 소요 466~662초/장(평균 548초). 중간에 PC 다운으로 2장 유실, 재개함.</div></div></div>
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<div class="step"><span class="id">M2</span><span class="badge" style="color:#5a5f66;background:#eceef0">대기</span><div><div>집합 정의 조정</div><div class="d">튜닝 검출 결과(라벨 79종)를 보고 집합을 다시 짠다. 1차는 Claude, 이후 사용자.</div></div></div>
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<div class="step"><span class="id">M3</span><span class="badge" style="color:#5a5f66;background:#eceef0">대기</span><div><div>gap 값 조정</div><div class="d">외곽선 인접 판정 1~3 px. 파일럿 기준 2 px 로 시작.</div></div></div>
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<h2>이슈 · 기각된 시도</h2>
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<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>
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<div class="issue"><span class="badge" style="color:#a12a2a;background:#fbe6e6">미해결</span><div>orange traffic cone / yellow safety cone 은 어느 집합에도 없어 검출 52 폴리곤이 버려진다. [cone] 그룹이 주석 처리돼 있음 — 나란히 놓인 콘이 한 덩어리로 융합된다는 이유.</div></div>
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<div class="issue"><span class="badge" style="color:#a12a2a;background:#fbe6e6">미해결</span><div>검출 0 인 프롬프트 8개 (plowed field, rice paddy, vinyl greenhouse tunnel, gabion wall, road embankment slope, riprap slope, water surface, reservoir) — 유지할지 뺄지 미정.</div></div>
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<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>1,336</td><td>29.1%</td><td>19.27%</td>
|
||
<td>771</td><td class="d-up">42%</td><td>19.04%</td>
|
||
<td><div class="bar"><i style="width:19.3%"></i></div></td></tr>
|
||
<tr><td>building</td><td>17 / 21</td><td>732</td><td>16.0%</td><td>11.27%</td>
|
||
<td>157</td><td class="d-up">79%</td><td>9.58%</td>
|
||
<td><div class="bar"><i style="width:11.3%"></i></div></td></tr>
|
||
<tr><td>structure</td><td>4 / 4</td><td>589</td><td>12.8%</td><td>0.48%</td>
|
||
<td>464</td><td class="d-up">21%</td><td>0.61%</td>
|
||
<td><div class="bar"><i style="width:0.5%"></i></div></td></tr>
|
||
<tr><td>ground</td><td>4 / 4</td><td>439</td><td>9.6%</td><td>6.62%</td>
|
||
<td>257</td><td class="d-up">41%</td><td>7.55%</td>
|
||
<td><div class="bar"><i style="width:6.6%"></i></div></td></tr>
|
||
<tr><td>road</td><td>6 / 7</td><td>393</td><td>8.6%</td><td>18.45%</td>
|
||
<td>106</td><td class="d-up">73%</td><td>18.76%</td>
|
||
<td><div class="bar"><i style="width:18.5%"></i></div></td></tr>
|
||
<tr><td>fence</td><td>4 / 5</td><td>315</td><td>6.9%</td><td>0.76%</td>
|
||
<td>286</td><td class="d-up">9%</td><td>1.02%</td>
|
||
<td><div class="bar"><i style="width:0.8%"></i></div></td></tr>
|
||
<tr><td>vehicle</td><td>12 / 14</td><td>217</td><td>4.7%</td><td>0.51%</td>
|
||
<td>189</td><td class="d-up">13%</td><td>0.70%</td>
|
||
<td><div class="bar"><i style="width:0.5%"></i></div></td></tr>
|
||
<tr><td>stored material</td><td>8 / 9</td><td>205</td><td>4.5%</td><td>0.82%</td>
|
||
<td>168</td><td class="d-up">18%</td><td>1.14%</td>
|
||
<td><div class="bar"><i style="width:0.8%"></i></div></td></tr>
|
||
<tr><td>farmland</td><td>7 / 8</td><td>196</td><td>4.3%</td><td>38.33%</td>
|
||
<td>75</td><td class="d-up">62%</td><td>36.63%</td>
|
||
<td><div class="bar"><i style="width:38.3%"></i></div></td></tr>
|
||
<tr><td>slope</td><td>2 / 4</td><td>54</td><td>1.2%</td><td>3.25%</td>
|
||
<td>54</td><td class="">0%</td><td>4.62%</td>
|
||
<td><div class="bar"><i style="width:3.2%"></i></div></td></tr>
|
||
<tr><td>없음</td><td>2 / 2</td><td>50</td><td>1.1%</td><td>0.00%</td>
|
||
<td>50</td><td class="">0%</td><td>0.01%</td>
|
||
<td><div class="bar"><i style="width:0.0%"></i></div></td></tr>
|
||
<tr><td>retaining wall</td><td>3 / 3</td><td>42</td><td>0.9%</td><td>0.17%</td>
|
||
<td>41</td><td class="d-up">2%</td><td>0.23%</td>
|
||
<td><div class="bar"><i style="width:0.2%"></i></div></td></tr>
|
||
<tr><td>water</td><td>4 / 6</td><td>18</td><td>0.4%</td><td>0.08%</td>
|
||
<td>18</td><td class="">0%</td><td>0.11%</td>
|
||
<td><div class="bar"><i style="width:0.1%"></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 & Filler</option><option>Farmland</option><option>General Categories</option><option>Industrial Materials, Storage & Objects by Color</option><option>Ripening & Bare Field</option><option>Road Infrastructure</option><option>Roofs & Structures by Color</option><option>Vehicles & 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="50">50</td><td data-v="7">7</td><td data-v="0.05990295">5.99%</td><td data-v="69036.0">69,036</td><td data-v="0.5670">0.567</td></tr>
|
||
<tr data-cat="General Categories" data-grp="building"><td>building rooftop</td><td>General Categories</td><td>building</td><td data-v="62">62</td><td data-v="5">5</td><td data-v="0.01545257">1.55%</td><td data-v="19678.8">19,679</td><td data-v="0.1755">0.176</td></tr>
|
||
<tr data-cat="General Categories" data-grp="building"><td>building facade</td><td>General Categories</td><td>building</td><td data-v="11">11</td><td data-v="3">3</td><td data-v="0.00224658">0.22%</td><td data-v="71389.5">71,390</td><td data-v="0.1982">0.198</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="5">5</td><td data-v="3">3</td><td data-v="0.00041711">0.04%</td><td data-v="58328.5">58,328</td><td data-v="0.1346">0.135</td></tr>
|
||
<tr data-cat="General Categories" data-grp="building"><td>storage container</td><td>General Categories</td><td>building</td><td data-v="3">3</td><td data-v="1">1</td><td data-v="0.00016048">0.02%</td><td data-v="16436.0">16,436</td><td data-v="0.1377">0.138</td></tr>
|
||
<tr data-cat="General Categories" data-grp="building"><td>factory structure</td><td>General Categories</td><td>building</td><td data-v="8">8</td><td data-v="4">4</td><td data-v="0.00626472">0.63%</td><td data-v="148268.0">148,268</td><td data-v="0.1818">0.182</td></tr>
|
||
<tr data-cat="General Categories" data-grp="road"><td>asphalt road</td><td>General Categories</td><td>road</td><td data-v="72">72</td><td data-v="8">8</td><td data-v="0.07113584">7.11%</td><td data-v="48341.8">48,342</td><td data-v="0.3069">0.307</td></tr>
|
||
<tr data-cat="General Categories" data-grp="road"><td>concrete pavement</td><td>General Categories</td><td>road</td><td data-v="129">129</td><td data-v="8">8</td><td data-v="0.06126632">6.13%</td><td data-v="73574.0">73,574</td><td data-v="0.1647">0.165</td></tr>
|
||
<tr data-cat="General Categories" data-grp="road"><td>parking lot</td><td>General Categories</td><td>road</td><td data-v="32">32</td><td data-v="6">6</td><td data-v="0.03535648">3.54%</td><td data-v="165576.0">165,576</td><td data-v="0.4125">0.412</td></tr>
|
||
<tr data-cat="General Categories" data-grp="road"><td>pedestrian sidewalk</td><td>General Categories</td><td>road</td><td data-v="56">56</td><td data-v="8">8</td><td data-v="0.00988794">0.99%</td><td data-v="58755.5">58,756</td><td data-v="0.4101">0.410</td></tr>
|
||
<tr data-cat="General Categories" data-grp="road"><td>crosswalk</td><td>General Categories</td><td>road</td><td data-v="95">95</td><td data-v="7">7</td><td data-v="0.00565010">0.57%</td><td data-v="4814.0">4,814</td><td data-v="0.1926">0.193</td></tr>
|
||
<tr data-cat="General Categories" data-grp="ground"><td>bare ground</td><td>General Categories</td><td>ground</td><td data-v="156">156</td><td data-v="8">8</td><td data-v="0.01591721">1.59%</td><td data-v="16780.0">16,780</td><td data-v="0.1475">0.147</td></tr>
|
||
<tr data-cat="General Categories" data-grp="ground"><td>dirt field</td><td>General Categories</td><td>ground</td><td data-v="78">78</td><td data-v="7">7</td><td data-v="0.02691171">2.69%</td><td data-v="49051.2">49,051</td><td data-v="0.2199">0.220</td></tr>
|
||
<tr data-cat="General Categories" data-grp="vegetation"><td>grass lawn</td><td>General Categories</td><td>vegetation</td><td data-v="30">30</td><td data-v="8">8</td><td data-v="0.01612630">1.61%</td><td data-v="56941.8">56,942</td><td data-v="0.4519">0.452</td></tr>
|
||
<tr data-cat="General Categories" data-grp="vegetation"><td>tree canopy</td><td>General Categories</td><td>vegetation</td><td data-v="74">74</td><td data-v="8">8</td><td data-v="0.02077963">2.08%</td><td data-v="55689.5">55,690</td><td data-v="0.5534">0.553</td></tr>
|
||
<tr data-cat="General Categories" data-grp="vegetation"><td>dense forest</td><td>General Categories</td><td>vegetation</td><td data-v="17">17</td><td data-v="7">7</td><td data-v="0.07295766">7.30%</td><td data-v="2051820.0">2,051,820</td><td data-v="0.8796">0.880</td></tr>
|
||
<tr data-cat="General Categories" data-grp="vegetation"><td>green hedge</td><td>General Categories</td><td>vegetation</td><td data-v="97">97</td><td data-v="8">8</td><td data-v="0.02244825">2.24%</td><td data-v="41963.0">41,963</td><td data-v="0.2637">0.264</td></tr>
|
||
<tr data-cat="Farmland" data-grp="farmland"><td>crop field</td><td>Farmland</td><td>farmland</td><td data-v="57">57</td><td data-v="7">7</td><td data-v="0.16709837">16.71%</td><td data-v="603950.5">603,950</td><td data-v="0.8435">0.844</td></tr>
|
||
<tr data-cat="Farmland" data-grp="farmland"><td>farmland</td><td>Farmland</td><td>farmland</td><td data-v="33">33</td><td data-v="7">7</td><td data-v="0.13175773">13.18%</td><td data-v="92805.0">92,805</td><td data-v="0.1410">0.141</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="30">30</td><td data-v="6">6</td><td data-v="0.01316429">1.32%</td><td data-v="56641.0">56,641</td><td data-v="0.1747">0.175</td></tr>
|
||
<tr data-cat="Farmland" data-grp="farmland"><td>rice paddy</td><td>Farmland</td><td>farmland</td><td data-v="1">1</td><td data-v="1">1</td><td data-v="0.00014715">0.01%</td><td data-v="95906.5">95,906</td><td data-v="0.1203">0.120</td></tr>
|
||
<tr data-cat="Farmland" data-grp="farmland"><td>vegetable field</td><td>Farmland</td><td>farmland</td><td data-v="17">17</td><td data-v="6">6</td><td data-v="0.00765433">0.77%</td><td data-v="93252.5">93,252</td><td data-v="0.3159">0.316</td></tr>
|
||
<tr data-cat="Roofs & Structures by Color" data-grp="building"><td>blue roof</td><td>Roofs & Structures by Color</td><td>building</td><td data-v="63">63</td><td data-v="6">6</td><td data-v="0.01027494">1.03%</td><td data-v="18057.5">18,058</td><td data-v="0.6532">0.653</td></tr>
|
||
<tr data-cat="Roofs & Structures by Color" data-grp="building"><td>red roof</td><td>Roofs & Structures by Color</td><td>building</td><td data-v="15">15</td><td data-v="2">2</td><td data-v="0.00035583">0.04%</td><td data-v="2623.0">2,623</td><td data-v="0.1682">0.168</td></tr>
|
||
<tr data-cat="Roofs & Structures by Color" data-grp="building"><td>green roof</td><td>Roofs & Structures by Color</td><td>building</td><td data-v="17">17</td><td data-v="5">5</td><td data-v="0.00313146">0.31%</td><td data-v="63992.0">63,992</td><td data-v="0.8145">0.814</td></tr>
|
||
<tr data-cat="Roofs & Structures by Color" data-grp="building"><td>gray roof</td><td>Roofs & Structures by Color</td><td>building</td><td data-v="47">47</td><td data-v="7">7</td><td data-v="0.00229265">0.23%</td><td data-v="8548.0">8,548</td><td data-v="0.2026">0.203</td></tr>
|
||
<tr data-cat="Roofs & Structures by Color" data-grp="building"><td>dark gray roof</td><td>Roofs & Structures by Color</td><td>building</td><td data-v="46">46</td><td data-v="7">7</td><td data-v="0.00229735">0.23%</td><td data-v="10420.8">10,421</td><td data-v="0.2491">0.249</td></tr>
|
||
<tr data-cat="Roofs & Structures by Color" data-grp="building"><td>black roof</td><td>Roofs & Structures by Color</td><td>building</td><td data-v="105">105</td><td data-v="6">6</td><td data-v="0.00125461">0.13%</td><td data-v="3830.5">3,830</td><td data-v="0.2251">0.225</td></tr>
|
||
<tr data-cat="Roofs & Structures by Color" data-grp="building"><td>white roof</td><td>Roofs & Structures by Color</td><td>building</td><td data-v="209">209</td><td data-v="8">8</td><td data-v="0.00343254">0.34%</td><td data-v="4599.5">4,600</td><td data-v="0.2462">0.246</td></tr>
|
||
<tr data-cat="Roofs & Structures by Color" data-grp="building"><td>silver metal roof</td><td>Roofs & Structures by Color</td><td>building</td><td data-v="66">66</td><td data-v="5">5</td><td data-v="0.00373639">0.37%</td><td data-v="16169.5">16,170</td><td data-v="0.1636">0.164</td></tr>
|
||
<tr data-cat="Roofs & Structures by Color" data-grp="building"><td>orange roof</td><td>Roofs & Structures by Color</td><td>building</td><td data-v="4">4</td><td data-v="3">3</td><td data-v="0.00004197">0.00%</td><td data-v="5993.2">5,993</td><td data-v="0.1605">0.161</td></tr>
|
||
<tr data-cat="Roofs & Structures by Color" data-grp="building"><td>brown roof</td><td>Roofs & Structures by Color</td><td>building</td><td data-v="18">18</td><td data-v="6">6</td><td data-v="0.00140551">0.14%</td><td data-v="20397.0">20,397</td><td data-v="0.4442">0.444</td></tr>
|
||
<tr data-cat="Roofs & Structures by Color" data-grp="building"><td>yellow roof</td><td>Roofs & Structures by Color</td><td>building</td><td data-v="3">3</td><td data-v="1">1</td><td data-v="0.00006122">0.01%</td><td data-v="19504.5">19,504</td><td data-v="0.1683">0.168</td></tr>
|
||
<tr data-cat="Vehicles & Transportation by Color" data-grp="vehicle"><td>white vehicle</td><td>Vehicles & Transportation by Color</td><td>vehicle</td><td data-v="70">70</td><td data-v="8">8</td><td data-v="0.00203382">0.20%</td><td data-v="16285.2">16,285</td><td data-v="0.8289">0.829</td></tr>
|
||
<tr data-cat="Vehicles & Transportation by Color" data-grp="vehicle"><td>black vehicle</td><td>Vehicles & Transportation by Color</td><td>vehicle</td><td data-v="70">70</td><td data-v="7">7</td><td data-v="0.00129219">0.13%</td><td data-v="6947.5">6,948</td><td data-v="0.2245">0.225</td></tr>
|
||
<tr data-cat="Vehicles & Transportation by Color" data-grp="vehicle"><td>silver vehicle</td><td>Vehicles & Transportation by Color</td><td>vehicle</td><td data-v="10">10</td><td data-v="6">6</td><td data-v="0.00018943">0.02%</td><td data-v="15045.8">15,046</td><td data-v="0.8922">0.892</td></tr>
|
||
<tr data-cat="Vehicles & Transportation by Color" data-grp="vehicle"><td>gray vehicle</td><td>Vehicles & Transportation by Color</td><td>vehicle</td><td data-v="11">11</td><td data-v="6">6</td><td data-v="0.00039751">0.04%</td><td data-v="22787.0">22,787</td><td data-v="0.8217">0.822</td></tr>
|
||
<tr data-cat="Vehicles & Transportation by Color" data-grp="vehicle"><td>red vehicle</td><td>Vehicles & Transportation by Color</td><td>vehicle</td><td data-v="11">11</td><td data-v="6">6</td><td data-v="0.00013907">0.01%</td><td data-v="4667.0">4,667</td><td data-v="0.2426">0.243</td></tr>
|
||
<tr data-cat="Vehicles & Transportation by Color" data-grp="vehicle"><td>blue vehicle</td><td>Vehicles & Transportation by Color</td><td>vehicle</td><td data-v="9">9</td><td data-v="5">5</td><td data-v="0.00007117">0.01%</td><td data-v="3253.0">3,253</td><td data-v="0.2454">0.245</td></tr>
|
||
<tr data-cat="Vehicles & Transportation by Color" data-grp="vehicle"><td>yellow vehicle</td><td>Vehicles & Transportation by Color</td><td>vehicle</td><td data-v="2">2</td><td data-v="1">1</td><td data-v="0.00002377">0.00%</td><td data-v="7746.5">7,746</td><td data-v="0.2087">0.209</td></tr>
|
||
<tr data-cat="Vehicles & Transportation by Color" data-grp="vehicle"><td>orange vehicle</td><td>Vehicles & Transportation by Color</td><td>vehicle</td><td data-v="15">15</td><td data-v="5">5</td><td data-v="0.00018191">0.02%</td><td data-v="4692.0">4,692</td><td data-v="0.2296">0.230</td></tr>
|
||
<tr data-cat="Vehicles & Transportation by Color" data-grp="vehicle"><td>green vehicle</td><td>Vehicles & Transportation by Color</td><td>vehicle</td><td data-v="5">5</td><td data-v="2">2</td><td data-v="0.00005272">0.01%</td><td data-v="3681.5">3,682</td><td data-v="0.3302">0.330</td></tr>
|
||
<tr data-cat="Vehicles & Transportation by Color" data-grp="vehicle"><td>white cargo truck</td><td>Vehicles & Transportation by Color</td><td>vehicle</td><td data-v="7">7</td><td data-v="2">2</td><td data-v="0.00041205">0.04%</td><td data-v="32135.0">32,135</td><td data-v="0.8888">0.889</td></tr>
|
||
<tr data-cat="Vehicles & Transportation by Color" data-grp="vehicle"><td>blue cargo truck</td><td>Vehicles & Transportation by Color</td><td>vehicle</td><td data-v="2">2</td><td data-v="2">2</td><td data-v="0.00010174">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 & Transportation by Color" data-grp="vehicle"><td>commercial bus</td><td>Vehicles & 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 class="zero" data-cat="Vehicles & Transportation by Color" data-grp="vehicle"><td>tractor</td><td>Vehicles & 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 & Transportation by Color" data-grp="vehicle"><td>excavator</td><td>Vehicles & Transportation by Color</td><td>vehicle</td><td data-v="5">5</td><td data-v="4">4</td><td data-v="0.00016362">0.02%</td><td data-v="16793.0">16,793</td><td data-v="0.6529">0.653</td></tr>
|
||
<tr data-cat="Industrial Materials, Storage & Objects by Color" data-grp="stored material"><td>blue plastic drum</td><td>Industrial Materials, Storage & Objects by Color</td><td>stored material</td><td data-v="2">2</td><td data-v="2">2</td><td data-v="0.00000397">0.00%</td><td data-v="1292.8">1,293</td><td data-v="0.1714">0.171</td></tr>
|
||
<tr data-cat="Industrial Materials, Storage & Objects by Color" data-grp="stored material"><td>orange plastic barrel</td><td>Industrial Materials, Storage & Objects by Color</td><td>stored material</td><td data-v="23">23</td><td data-v="3">3</td><td data-v="0.00005848">0.01%</td><td data-v="905.5">906</td><td data-v="0.1384">0.138</td></tr>
|
||
<tr data-cat="Industrial Materials, Storage & Objects by Color" data-grp="stored material"><td>yellow plastic container</td><td>Industrial Materials, Storage & Objects by Color</td><td>stored material</td><td data-v="44">44</td><td data-v="6">6</td><td data-v="0.00016489">0.02%</td><td data-v="1797.5">1,798</td><td data-v="0.2736">0.274</td></tr>
|
||
<tr data-cat="Industrial Materials, Storage & Objects by Color" data-grp="stored material"><td>white industrial tank</td><td>Industrial Materials, Storage & Objects by Color</td><td>stored material</td><td data-v="28">28</td><td data-v="2">2</td><td data-v="0.00013076">0.01%</td><td data-v="1643.8">1,644</td><td data-v="0.1374">0.137</td></tr>
|
||
<tr class="zero" data-cat="Industrial Materials, Storage & Objects by Color" data-grp="stored material"><td>metallic storage tank</td><td>Industrial Materials, Storage & Objects by Color</td><td>stored material</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 & Objects by Color" data-grp="stored material"><td>blue waterproof tarp</td><td>Industrial Materials, Storage & Objects by Color</td><td>stored material</td><td data-v="58">58</td><td data-v="5">5</td><td data-v="0.00165482">0.17%</td><td data-v="7392.5">7,392</td><td data-v="0.3191">0.319</td></tr>
|
||
<tr data-cat="Industrial Materials, Storage & Objects by Color" data-grp="stored material"><td>green waterproof tarp</td><td>Industrial Materials, Storage & Objects by Color</td><td>stored material</td><td data-v="19">19</td><td data-v="4">4</td><td data-v="0.00521047">0.52%</td><td data-v="12532.5">12,532</td><td data-v="0.4539">0.454</td></tr>
|
||
<tr data-cat="Industrial Materials, Storage & Objects by Color" data-grp="stored material"><td>black protective sheet</td><td>Industrial Materials, Storage & Objects by Color</td><td>stored material</td><td data-v="13">13</td><td data-v="4">4</td><td data-v="0.00032054">0.03%</td><td data-v="12431.0">12,431</td><td data-v="0.1563">0.156</td></tr>
|
||
<tr data-cat="Industrial Materials, Storage & Objects by Color" data-grp="stored material"><td>white canvas canopy</td><td>Industrial Materials, Storage & Objects by Color</td><td>stored material</td><td data-v="18">18</td><td data-v="5">5</td><td data-v="0.00061365">0.06%</td><td data-v="5492.2">5,492</td><td data-v="0.2553">0.255</td></tr>
|
||
<tr class="zero" data-cat="Industrial Materials, Storage & Objects by Color" data-grp="building"><td>plastic greenhouse</td><td>Industrial Materials, Storage & 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 & Objects by Color" data-grp="building"><td>vinyl greenhouse tunnel</td><td>Industrial Materials, Storage & 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 & Objects by Color" data-grp="building"><td>greenhouse roof</td><td>Industrial Materials, Storage & 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 & Objects by Color" data-grp="fence"><td>gray metal fence</td><td>Industrial Materials, Storage & Objects by Color</td><td>fence</td><td data-v="19">19</td><td data-v="6">6</td><td data-v="0.00050994">0.05%</td><td data-v="8573.5">8,574</td><td data-v="0.2256">0.226</td></tr>
|
||
<tr class="zero" data-cat="Industrial Materials, Storage & Objects by Color" data-grp="fence"><td>green wire fence</td><td>Industrial Materials, Storage & 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 & Objects by Color" data-grp="fence"><td>red roadside barrier</td><td>Industrial Materials, Storage & Objects by Color</td><td>fence</td><td data-v="7">7</td><td data-v="1">1</td><td data-v="0.00001362">0.00%</td><td data-v="1040.0">1,040</td><td data-v="0.1544">0.154</td></tr>
|
||
<tr class="nogroup" data-cat="Industrial Materials, Storage & Objects by Color" data-grp="없음"><td>yellow safety cone</td><td>Industrial Materials, Storage & Objects by Color</td><td>없음</td><td data-v="5">5</td><td data-v="3">3</td><td data-v="0.00001357">0.00%</td><td data-v="1948.5">1,948</td><td data-v="0.3535">0.354</td></tr>
|
||
<tr class="nogroup" data-cat="Industrial Materials, Storage & Objects by Color" data-grp="없음"><td>orange traffic cone</td><td>Industrial Materials, Storage & Objects by Color</td><td>없음</td><td data-v="45">45</td><td data-v="3">3</td><td data-v="0.00002234">0.00%</td><td data-v="294.5">294</td><td data-v="0.1228">0.123</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="2">2</td><td data-v="1">1</td><td data-v="0.00006878">0.01%</td><td data-v="22414.2">22,414</td><td data-v="0.2881">0.288</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="38">38</td><td data-v="8">8</td><td data-v="0.00147039">0.15%</td><td data-v="15785.8">15,786</td><td data-v="0.1688">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="0.00014632">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="27">27</td><td data-v="8">8</td><td data-v="0.00084786">0.08%</td><td data-v="15065.0">15,065</td><td data-v="0.2854">0.285</td></tr>
|
||
<tr data-cat="Road Infrastructure" data-grp="fence"><td>metal guardrail</td><td>Road Infrastructure</td><td>fence</td><td data-v="262">262</td><td data-v="8">8</td><td data-v="0.00619882">0.62%</td><td data-v="5790.2">5,790</td><td data-v="0.1794">0.179</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="19">19</td><td data-v="6">6</td><td data-v="0.00509517">0.51%</td><td data-v="62165.5">62,166</td><td data-v="0.1461">0.146</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="5">5</td><td data-v="2">2</td><td data-v="0.00000857">0.00%</td><td data-v="1027.0">1,027</td><td data-v="0.1072">0.107</td></tr>
|
||
<tr data-cat="Road Infrastructure" data-grp="structure"><td>utility pole</td><td>Road Infrastructure</td><td>structure</td><td data-v="298">298</td><td data-v="8">8</td><td data-v="0.00276138">0.28%</td><td data-v="1992.2">1,992</td><td data-v="0.2121">0.212</td></tr>
|
||
<tr data-cat="Road Infrastructure" data-grp="structure"><td>streetlight pole</td><td>Road Infrastructure</td><td>structure</td><td data-v="158">158</td><td data-v="8">8</td><td data-v="0.00067240">0.07%</td><td data-v="1681.0">1,681</td><td data-v="0.2422">0.242</td></tr>
|
||
<tr data-cat="Road Infrastructure" data-grp="structure"><td>road sign</td><td>Road Infrastructure</td><td>structure</td><td data-v="128">128</td><td data-v="8">8</td><td data-v="0.00137490">0.14%</td><td data-v="2531.0">2,531</td><td data-v="0.2467">0.247</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="1">1</td><td data-v="1">1</td><td data-v="0.00002042">0.00%</td><td data-v="13309.0">13,309</td><td data-v="0.7263">0.726</td></tr>
|
||
<tr class="zero" data-cat="Water" data-grp="water"><td>reservoir</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>stream</td><td>Water</td><td>water</td><td data-v="8">8</td><td data-v="3">3</td><td data-v="0.00047763">0.05%</td><td data-v="28497.8">28,498</td><td data-v="0.3328">0.333</td></tr>
|
||
<tr data-cat="Water" data-grp="water"><td>irrigation canal</td><td>Water</td><td>water</td><td data-v="4">4</td><td data-v="2">2</td><td data-v="0.00016363">0.02%</td><td data-v="27393.0">27,393</td><td data-v="0.3036">0.304</td></tr>
|
||
<tr data-cat="Water" data-grp="water"><td>drainage ditch</td><td>Water</td><td>water</td><td data-v="5">5</td><td data-v="4">4</td><td data-v="0.00011772">0.01%</td><td data-v="4654.5">4,654</td><td data-v="0.1441">0.144</td></tr>
|
||
<tr data-cat="Boundary & Filler" data-grp="vegetation"><td>overgrown weeds</td><td>Boundary & Filler</td><td>vegetation</td><td data-v="531">531</td><td data-v="8">8</td><td data-v="0.02663274">2.66%</td><td data-v="4321.0">4,321</td><td data-v="0.1667">0.167</td></tr>
|
||
<tr data-cat="Boundary & Filler" data-grp="vegetation"><td>shrub</td><td>Boundary & Filler</td><td>vegetation</td><td data-v="587">587</td><td data-v="8">8</td><td data-v="0.03371271">3.37%</td><td data-v="6584.0">6,584</td><td data-v="0.1975">0.198</td></tr>
|
||
<tr data-cat="Boundary & Filler" data-grp="slope"><td>grass covered embankment</td><td>Boundary & Filler</td><td>slope</td><td data-v="35">35</td><td data-v="6">6</td><td data-v="0.02739532">2.74%</td><td data-v="166603.0">166,603</td><td data-v="0.4217">0.422</td></tr>
|
||
<tr data-cat="Boundary & Filler" data-grp="ground"><td>earth bank</td><td>Boundary & Filler</td><td>ground</td><td data-v="4">4</td><td data-v="2">2</td><td data-v="0.00004401">0.00%</td><td data-v="4505.0">4,505</td><td data-v="0.1454">0.145</td></tr>
|
||
<tr data-cat="Boundary & Filler" data-grp="ground"><td>dirt path</td><td>Boundary & Filler</td><td>ground</td><td data-v="201">201</td><td data-v="8">8</td><td data-v="0.02327868">2.33%</td><td data-v="25354.0">25,354</td><td data-v="0.2540">0.254</td></tr>
|
||
<tr data-cat="Ripening & Bare Field" data-grp="farmland"><td>ripening rice field</td><td>Ripening & Bare Field</td><td>farmland</td><td data-v="20">20</td><td data-v="5">5</td><td data-v="0.06079511">6.08%</td><td data-v="1491017.8">1,491,018</td><td data-v="0.9570">0.957</td></tr>
|
||
<tr class="zero" data-cat="Ripening & Bare Field" data-grp="vegetation"><td>yellow grass field</td><td>Ripening & 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 & Bare Field" data-grp="farmland"><td>harvested field</td><td>Ripening & Bare Field</td><td>farmland</td><td data-v="38">38</td><td data-v="6">6</td><td data-v="0.00271854">0.27%</td><td data-v="20705.0">20,705</td><td data-v="0.1359">0.136</td></tr>
|
||
<tr data-cat="Ripening & Bare Field" data-grp="road"><td>gravel shoulder</td><td>Ripening & Bare Field</td><td>road</td><td data-v="9">9</td><td data-v="6">6</td><td data-v="0.00123468">0.12%</td><td data-v="50588.5">50,588</td><td data-v="0.1785">0.179</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 (12집합). 기준선은 merge_groups.txt</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>
|
||
</div>
|
||
</div>
|
||
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