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ResearchFormerly WizWand

Semantic Segmentation on Pascal Context Stuff without background

33.4mIoUDouC
21.9624.9327.930.87Apr 27, 2026
Updated 6mo ago

Evaluation results

MethodLinks
DouCBackbone=ViT-H, Training=Training-free, Instance Guidance=SAM22026.0433.4
DouCBackbone=ViT-L, Training=Training-free, Instance Guidance=SAM22026.0433.1
CorrCLIPBackbone=ViT-H, Training=Training-free, Instance Guidance=SAM22026.0432.1
DouCBackbone=ViT-B, Training=Training-free, Instance Guidance=SAM22026.0431.1
CorrCLIPBackbone=ViT-L, Training=Training-free, Instance Guidance=SAM22026.0430.8
CorrCLIPBackbone=ViT-B, Training=Training-free, Instance Guidance=SAM22026.0430.5
FreeDABackbone=ViT-L, Training=Training-free2026.0428.8
CLIPerBackbone=ViT-L, Training=Training-free2026.0428.7
TridentBackbone=ViT-H, Training=Training-free2026.0428.6
TridentBackbone=ViT-B, Training=Training-free2026.0428.3
FSABackbone=ViT-H, Training=Training-free2026.0427.3
FSABackbone=ViT-B, Training=Training-free2026.0427
SC-CLIPBackbone=ViT-L, Training=Training-free2026.0426.9
ProxyCLIPBackbone=ViT-H, Training=Training-free2026.0426.8
DIH-CLIPBackbone=ViT-B, Training=Training-free2026.0426.7
CASSBackbone=ViT-B, Training=Training-free2026.0426.7
SFPBackbone=ViT-B, Training=Training-free2026.0426.4
FSABackbone=ViT-L, Training=Training-free2026.0425.9
ProxyCLIPBackbone=ViT-L, Training=Training-free2026.0425.6
CDAMBackbone=ViT-B, Training=Training-free2026.0424.8
ResCLIPBackbone=ViT-L, Training=Training-free2026.0423.4
NACLIPBackbone=ViT-B, Training=Training-free2026.0423.3
SCLIPBackbone=ViT-B, Training=Training-free2026.0422.4