drywall-grounded-sam

Two-stage prompted segmentation: Grounding DINO (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).

Test metrics

Task	Dice	mIoU	Precision	Recall
Crack	0.601	0.463	0.637	0.725
Taping	0.515	0.393	0.491	0.703

Load + predict

from huggingface_hub import snapshot_download
local = snapshot_download(repo_id="ravindrakapse/drywall-grounded-sam")
# local/gd_finetuned/  -> AutoProcessor + AutoModelForZeroShotObjectDetection
# local/sam_finetuned/ -> SamProcessor + SamModel

See load_models.py for the full pipeline.