Record AOI1024 runtime QA evidence
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@@ -5960,13 +5960,19 @@ Open:
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- output model: `/app/models/geointel-building-yolov8s-aoi1024visible025e50.pt`
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- model asset id: `geointel-building-yolov8s-aoi1024visible025e50-pt`
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- final Ultralytics validation: precision approximately `0.275`, recall `0.331`, mAP50 `0.188`, mAP50-95 `0.0716`
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- Tower live runtime validation after deploy:
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- browser/runtime verification passed on `http://192.168.10.150:1202`
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- the previous Geel 1024px upload `413` no longer occurs
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- the previous Geel low-threshold persisted YOLO/QA `504` no longer occurs
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- Geel `threshold=0.05` completed with 2,612 detections, 5,091 raw candidates, 2,479 suppressed duplicates, precision `0.06316998468606431`, recall `0.165` and F1 `0.09136212624584718`
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## Known limitations
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- The AOI1024 tile audit is still `needs_attention`: median normalized box area is below gate and small-box share remains high.
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- Several dense 1024 GRB reference exports reached the current 1000-feature source cap. Treat those samples as useful but potentially reference-capped until the provider query path supports paging or smaller dense AOIs are chosen.
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- The trained model is intentionally inactive. It needs persisted detection QA/QC matrix evidence and background/hard-negative evidence before default promotion.
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- The first completed persisted Geel QA run confirms the candidate is not promotion-ready: recall improves at low threshold, but false-positive pressure is too high.
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## Next recommended pass
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- Rebuild/deploy the runtime upload-limit fix, rerun the four-sample AOI1024 persisted QA matrix, then decide whether label/source paging or additional AOI quality work comes before another training run.
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- Run the remaining AOI1024 persisted QA samples and background/hard-negative checks, then decide whether label/source paging or additional AOI quality work comes before another training run.
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@@ -467,6 +467,7 @@ This file now starts with the current implementation status. Older preparation/b
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- [x] Train a new inactive AOI1024 YOLOv8s candidate with visible-label filtering.
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- [x] Fix the all-in-one/compose Nginx upload limit after live 1024px GeoTIFF uploads hit `413 Request Entity Too Large`.
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- [x] Fix the all-in-one/compose Nginx proxy timeout after low-threshold persisted YOLO/QA runs hit `504 Gateway Timeout`.
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- [ ] Rerun persisted QA/QC matrix for `geointel-building-yolov8s-aoi1024visible025e50-pt` after redeploying the upload-limit fix.
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- [x] Rerun the previously failing Geel low-threshold persisted QA/QC path for `geointel-building-yolov8s-aoi1024visible025e50-pt` after redeploying upload/timeout fixes.
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- [ ] Finish remaining AOI1024 positive-sample matrix coverage for `geointel-building-yolov8s-aoi1024visible025e50-pt`.
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- [ ] Add GRB paging or smaller dense AOI sampling before trusting 1000-feature-capped dense reference exports as full ground truth.
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- [ ] Keep every local YOLO candidate inactive until positive-AOI and hard-negative promotion reports recommend default activation.
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