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ResearchFormerly WizWand

Semantic Segmentation on Pascal Context 60 with background

50.5mIoUCoCo-SAM3
6.09217.62129.1540.679Apr 21, 2026Apr 22, 2026Apr 23, 2026Apr 24, 2026Apr 25, 2026Apr 26, 2026Apr 27, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CoCo-SAM3Paradigm=Training-free SAM32026.0450.5
CorrCLIPBackbone=ViT-H, Training=Training-free, Instance Guidance=SAM22026.0448.1
DouCBackbone=ViT-H, Training=Training-free, Instance Guidance=SAM22026.0447.8
DouCBackbone=ViT-L, Training=Training-free, Instance Guidance=SAM22026.0447.2
SAM3Paradigm=Training-free SAM32026.0446.1
CorrCLIPBackbone=ViT-L, Training=Training-free, Instance Guidance=SAM22026.0445.7
CorrCLIPParadigm=Training-free CLIP-VFM2026.0444.9
ReMEParadigm=Training-free CLIP-VFM2026.0444.6
DouCBackbone=ViT-B, Training=Training-free, Instance Guidance=SAM22026.0443.8
CLIPerBackbone=ViT-L, Training=Training-free2026.0443.3
TridentBackbone=ViT-H, Training=Training-free2026.0442.2
TridentBackbone=ViT-B, Training=Training-free2026.0441.1
CorrCLIPBackbone=ViT-B, Training=Training-free, Instance Guidance=SAM22026.0440.7
SC-CLIPBackbone=ViT-L, Training=Training-free2026.0440.5
FSABackbone=ViT-L, Training=Training-free2026.0440.2
FSABackbone=ViT-H, Training=Training-free2026.0440.2
ProxyCLIPBackbone=ViT-L, Training=Training-free2026.0439.2
TridentParadigm=Training-free CLIP-VFM2026.0438.6
ProxyCLIPBackbone=ViT-H, Training=Training-free2026.0438.6
FSABackbone=ViT-B, Training=Training-free2026.0438
RF-CLIPParadigm=Training-free CLIP-Only2026.0437.9
SFPBackbone=ViT-B, Training=Training-free2026.0437.9
CASSBackbone=ViT-B, Training=Training-free2026.0437.8
Talk2DINOParadigm=Training-based2026.0437.7
DIH-CLIPBackbone=ViT-B, Training=Training-free2026.0437.4
FreeDABackbone=ViT-L, Training=Training-free2026.0437.4
SFPParadigm=Training-free CLIP-Only2026.0437.2
CASSParadigm=Training-free CLIP-VFM2026.0436.7
FreeDAParadigm=Training-free CLIP-VFM2026.0435.3
CDAMBackbone=ViT-B, Training=Training-free2026.0435.2
ProxyCLIPParadigm=Training-free CLIP-VFM2026.0433.8
NACLIPBackbone=ViT-B, Training=Training-free2026.0433.2
ClearCLIPParadigm=Training-free CLIP-Only2026.0432.6
ResCLIPBackbone=ViT-L, Training=Training-free2026.0432.5
CLIP-DINOiserParadigm=Training-based2026.0432.4
NACLIPParadigm=Training-free CLIP-Only2026.0432.2
SCLIPBackbone=ViT-B, Training=Training-free2026.0430.5
SCLIPParadigm=Training-free CLIP-Only2026.0430.4
CLIPtraseParadigm=Training-free CLIP-Only2026.0429.9
TCLParadigm=Training-based2026.0424.3
GroupViTParadigm=Training-based2026.0418.7
CaRParadigm=Training-free CLIP-Only2026.0413.6
CLIPParadigm=Training-free CLIP-Only2026.047.8