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grounding-dino-tiny) emits
bboxes from a text prompt → SAM (sam-vit-base) converts boxes → masks → union.
Both stages fine-tuned on the unified drywall pool (3 epochs each).| Task | Dice | mIoU | Precision | Recall |
|---|---|---|---|---|
| Crack | 0.601 | 0.463 | 0.637 | 0.725 |
| Taping | 0.515 | 0.393 | 0.491 | 0.703 |
1from huggingface_hub import snapshot_download
2local = snapshot_download(repo_id="ravindrakapse/drywall-grounded-sam")
3# local/gd_finetuned/ -> AutoProcessor + AutoModelForZeroShotObjectDetection
4# local/sam_finetuned/ -> SamProcessor + SamModelload_models.py for the full pipeline.