Camouflaged Object Detection on CHAMELEON (MAE)
0.018MAECLIP-Guided SAM
Evaluation Results
| Method | Links | |
|---|---|---|
| CLIP-Guided SAMFine-tuning SAM?=Yes, VLM Size=87M (CS-CLIP-Base)2026.05 | 0.018 | |
| CLIPSurgery+SAMFine-tuning SAM?=Yes (adapters + decoder), VLM Size=87M (CS-CLIP-Base)2026.05 | 0.02 | |
| CLIPSurgery+SAMFine-tuning SAM?=Yes (decoder), VLM Size=87M (CS-CLIP-Base)2026.05 | 0.046 | |
| GroundedSAMFine-tuning SAM?=No, VLM Size=172M (GroundingDINO)2026.05 | 0.249 | |
| CLIPSurgery+SAM (vanilla)Fine-tuning SAM?=No, VLM Size=87M (CS-CLIP-Base)2026.05 | 0.253 | |
| CLIPSurgery+SAM (modified)Fine-tuning SAM?=No, VLM Size=87M (CS-CLIP-Base)2026.05 | 0.501 |