Camouflaged Object Detection on CAMO (MAE)
0.044MAECLIP-Guided SAM
Evaluation Results
| Method | Links | |
|---|---|---|
| CLIP-Guided SAMFine-tuning SAM?=Yes, VLM Size=87M (CS-CLIP-Base)2026.05 | 0.044 | |
| CLIPSurgery+SAMFine-tuning SAM?=Yes (adapters + decoder), VLM Size=87M (CS-CLIP-Base)2026.05 | 0.063 | |
| CLIPSurgery+SAMFine-tuning SAM?=Yes (decoder), VLM Size=87M (CS-CLIP-Base)2026.05 | 0.1 | |
| GroundedSAMFine-tuning SAM?=No, VLM Size=172M (GroundingDINO)2026.05 | 0.146 | |
| CLIPSurgery+SAM (vanilla)Fine-tuning SAM?=No, VLM Size=87M (CS-CLIP-Base)2026.05 | 0.478 | |
| CLIPSurgery+SAM (modified)Fine-tuning SAM?=No, VLM Size=87M (CS-CLIP-Base)2026.05 | 0.527 |