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ResearchFormerly WizWand

Semantic Segmentation on Pascal VOC without background 2012 V20

95.2mIoUCoCo-SAM3
47.25659.70372.1584.597Apr 21, 2026Apr 22, 2026Apr 23, 2026Apr 24, 2026Apr 25, 2026Apr 26, 2026Apr 27, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CoCo-SAM3Paradigm=Training-free SAM32026.0495.2
ReMEParadigm=Training-free CLIP-VFM2026.0493.2
DouCBackbone=ViT-H, Training=Training-free, Instance Guidance=SAM22026.0492.3
CorrCLIPParadigm=Training-free CLIP-VFM2026.0491.5
CorrCLIPBackbone=ViT-H, Training=Training-free, Instance Guidance=SAM22026.0491.4
DouCBackbone=ViT-L, Training=Training-free, Instance Guidance=SAM22026.0490.8
CorrCLIPBackbone=ViT-L, Training=Training-free, Instance Guidance=SAM22026.0490.7
CLIPerBackbone=ViT-L, Training=Training-free2026.0490
SAM3Paradigm=Training-free SAM32026.0488.9
TridentBackbone=ViT-H, Training=Training-free2026.0488.7
Talk2DINOParadigm=Training-based2026.0488.5
SC-CLIPBackbone=ViT-L, Training=Training-free2026.0488.3
DouCBackbone=ViT-B, Training=Training-free, Instance Guidance=SAM22026.0488
FreeDABackbone=ViT-L, Training=Training-free2026.0487.9
CASSParadigm=Training-free CLIP-VFM2026.0487.8
CASSBackbone=ViT-B, Training=Training-free2026.0487.8
CorrCLIPBackbone=ViT-B, Training=Training-free, Instance Guidance=SAM22026.0487.8
RF-CLIPParadigm=Training-free CLIP-Only2026.0487
FSABackbone=ViT-H, Training=Training-free2026.0485.7
ResCLIPBackbone=ViT-L, Training=Training-free2026.0485.5
DIH-CLIPBackbone=ViT-B, Training=Training-free2026.0484.9
SFPParadigm=Training-free CLIP-Only2026.0484.5
TridentParadigm=Training-free CLIP-VFM2026.0484.5
SFPBackbone=ViT-B, Training=Training-free2026.0484.5
TridentBackbone=ViT-B, Training=Training-free2026.0484.5
FreeDAParadigm=Training-free CLIP-VFM2026.0484.3
FSABackbone=ViT-L, Training=Training-free2026.0484.1
ProxyCLIPBackbone=ViT-H, Training=Training-free2026.0483.3
ProxyCLIPBackbone=ViT-L, Training=Training-free2026.0483.2
ProxyCLIPParadigm=Training-free CLIP-VFM2026.0483
FSABackbone=ViT-B, Training=Training-free2026.0482.3
CLIPtraseParadigm=Training-free CLIP-Only2026.0481
CLIP-DINOiserParadigm=Training-based2026.0480.9
ClearCLIPParadigm=Training-free CLIP-Only2026.0480.9
SCLIPParadigm=Training-free CLIP-Only2026.0480.4
SCLIPBackbone=ViT-B, Training=Training-free2026.0480.4
GroupViTParadigm=Training-based2026.0479.7
NACLIPParadigm=Training-free CLIP-Only2026.0479.7
NACLIPBackbone=ViT-B, Training=Training-free2026.0479.7
TCLParadigm=Training-based2026.0477.5
CaRParadigm=Training-free CLIP-Only2026.0473.7
CLIPParadigm=Training-free CLIP-Only2026.0449.1