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ResearchFormerly WizWand

Camouflaged Object Detection on CHAMELEON (MAE)

0.018MAECLIP-Guided SAM
-0.001320.129090.25950.38991May 24, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CLIP-Guided SAMFine-tuning SAM?=Yes, VLM Size=87M (CS-CLIP-Base)2026.050.018
CLIPSurgery+SAMFine-tuning SAM?=Yes (adapters + decoder), VLM Size=87M (CS-CLIP-Base)2026.050.02
CLIPSurgery+SAMFine-tuning SAM?=Yes (decoder), VLM Size=87M (CS-CLIP-Base)2026.050.046
GroundedSAMFine-tuning SAM?=No, VLM Size=172M (GroundingDINO)2026.050.249
CLIPSurgery+SAM (vanilla)Fine-tuning SAM?=No, VLM Size=87M (CS-CLIP-Base)2026.050.253
CLIPSurgery+SAM (modified)Fine-tuning SAM?=No, VLM Size=87M (CS-CLIP-Base)2026.050.501