Semantic Segmentation on Pascal Context 59 without background
61.2mIoUCoCo-SAM3
Evaluation Results
| Method | Links | |
|---|---|---|
| CoCo-SAM3Paradigm=Training-free SAM32026.04 | 61.2 | |
| ReMEParadigm=Training-free CLIP-VFM2026.04 | 53.1 | |
| CorrCLIPParadigm=Training-free CLIP-VFM2026.04 | 50.8 | |
| SAM3Paradigm=Training-free SAM32026.04 | 50 | |
| Talk2DINOParadigm=Training-based2026.04 | 42.4 | |
| TridentParadigm=Training-free CLIP-VFM2026.04 | 42.2 | |
| RF-CLIPParadigm=Training-free CLIP-Only2026.04 | 41.4 | |
| CASSParadigm=Training-free CLIP-VFM2026.04 | 40.2 | |
| SFPParadigm=Training-free CLIP-Only2026.04 | 39.9 | |
| FreeDAParadigm=Training-free CLIP-VFM2026.04 | 39.7 | |
| ProxyCLIPParadigm=Training-free CLIP-VFM2026.04 | 37.2 | |
| CLIP-DINOiserParadigm=Training-based2026.04 | 35.9 | |
| ClearCLIPParadigm=Training-free CLIP-Only2026.04 | 35.9 | |
| NACLIPParadigm=Training-free CLIP-Only2026.04 | 35.2 | |
| SCLIPParadigm=Training-free CLIP-Only2026.04 | 34.1 | |
| CLIPtraseParadigm=Training-free CLIP-Only2026.04 | 33.8 | |
| TCLParadigm=Training-based2026.04 | 30.3 | |
| GroupViTParadigm=Training-based2026.04 | 23.4 | |
| CaRParadigm=Training-free CLIP-Only2026.04 | 18.4 | |
| CLIPParadigm=Training-free CLIP-Only2026.04 | 11.2 |