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ResearchFormerly WizWand

Semantic Segmentation on ADE20K (1 64)

47.9mIoUCLIP-Guided SAM
18.88426.41733.9541.483May 24, 2026May 30, 2026Jun 6, 2026Jun 13, 2026Jun 19, 2026Jun 26, 2026Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
CLIP-Guided SAMFine-tuning SAM?=Yes, VLM Size=87M (CS-CLIP-Base)2026.0547.9
GroundedSAMFine-tuning SAM?=No, VLM Size=172M (GroundingDINO)2026.0542.4
UniMatch V2 (published)Encoder=DINOv2-B2026.0738.7
SemiVLEncoder=CLIP-B2026.0733.7
UniMatch V2 (published)Encoder=DINOv2-S2026.0731.5
UniMatchEncoder=CLIP-B2026.0725.3
CLIPSurgery+SAMFine-tuning SAM?=Yes (adapters + decoder), VLM Size=87M (CS-CLIP-Base)2026.0524.8
CLIPSurgery+SAM (modified)Fine-tuning SAM?=No, VLM Size=87M (CS-CLIP-Base)2026.0523.4
CLIPSurgery+SAMFine-tuning SAM?=Yes (decoder), VLM Size=87M (CS-CLIP-Base)2026.0523.1
UniMatchEncoder=RN-1012026.0721.6
CLIPSurgery+SAM (vanilla)Fine-tuning SAM?=No, VLM Size=87M (CS-CLIP-Base)2026.0520