List your company
ResearchFormerly WizWand

Camouflaged Object Detection on CAMO (MAE)

0.044MAECLIP-Guided SAM
0.024680.155090.28550.41591May 24, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CLIP-Guided SAMFine-tuning SAM?=Yes, VLM Size=87M (CS-CLIP-Base)2026.050.044
CLIPSurgery+SAMFine-tuning SAM?=Yes (adapters + decoder), VLM Size=87M (CS-CLIP-Base)2026.050.063
CLIPSurgery+SAMFine-tuning SAM?=Yes (decoder), VLM Size=87M (CS-CLIP-Base)2026.050.1
GroundedSAMFine-tuning SAM?=No, VLM Size=172M (GroundingDINO)2026.050.146
CLIPSurgery+SAM (vanilla)Fine-tuning SAM?=No, VLM Size=87M (CS-CLIP-Base)2026.050.478
CLIPSurgery+SAM (modified)Fine-tuning SAM?=No, VLM Size=87M (CS-CLIP-Base)2026.050.527