Semantic Segmentation on Pascal Context Stuff without background
33.4mIoUDouC
Evaluation Results
| Method | Links | |
|---|---|---|
| DouCBackbone=ViT-H, Training=Training-free, Instance Guidance=SAM22026.04 | 33.4 | |
| DouCBackbone=ViT-L, Training=Training-free, Instance Guidance=SAM22026.04 | 33.1 | |
| CorrCLIPBackbone=ViT-H, Training=Training-free, Instance Guidance=SAM22026.04 | 32.1 | |
| DouCBackbone=ViT-B, Training=Training-free, Instance Guidance=SAM22026.04 | 31.1 | |
| CorrCLIPBackbone=ViT-L, Training=Training-free, Instance Guidance=SAM22026.04 | 30.8 | |
| CorrCLIPBackbone=ViT-B, Training=Training-free, Instance Guidance=SAM22026.04 | 30.5 | |
| FreeDABackbone=ViT-L, Training=Training-free2026.04 | 28.8 | |
| CLIPerBackbone=ViT-L, Training=Training-free2026.04 | 28.7 | |
| TridentBackbone=ViT-H, Training=Training-free2026.04 | 28.6 | |
| TridentBackbone=ViT-B, Training=Training-free2026.04 | 28.3 | |
| FSABackbone=ViT-H, Training=Training-free2026.04 | 27.3 | |
| FSABackbone=ViT-B, Training=Training-free2026.04 | 27 | |
| SC-CLIPBackbone=ViT-L, Training=Training-free2026.04 | 26.9 | |
| ProxyCLIPBackbone=ViT-H, Training=Training-free2026.04 | 26.8 | |
| DIH-CLIPBackbone=ViT-B, Training=Training-free2026.04 | 26.7 | |
| CASSBackbone=ViT-B, Training=Training-free2026.04 | 26.7 | |
| SFPBackbone=ViT-B, Training=Training-free2026.04 | 26.4 | |
| FSABackbone=ViT-L, Training=Training-free2026.04 | 25.9 | |
| ProxyCLIPBackbone=ViT-L, Training=Training-free2026.04 | 25.6 | |
| CDAMBackbone=ViT-B, Training=Training-free2026.04 | 24.8 | |
| ResCLIPBackbone=ViT-L, Training=Training-free2026.04 | 23.4 | |
| NACLIPBackbone=ViT-B, Training=Training-free2026.04 | 23.3 | |
| SCLIPBackbone=ViT-B, Training=Training-free2026.04 | 22.4 |