Semantic Segmentation on Pascal Context 60 classes w/ background (val)
53.9mIoUEncNet + LaU_off4x
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EncNet + LaU_off4xBackbone=ResNet-101, MS=true2019.11 | 53.9 | — | |
| EncNet + LaU_reg4xBackbone=ResNet-101, MS=true2019.11 | 53.9 | — | |
| HRNetBackbone=HRNetV2-W48, MS=false2019.11 | 53.1 | — | |
| JPUBackbone=ResNet-101, MS=true2019.11 | 53.1 | — | |
| EncNet + LaU_reg4xBackbone=ResNet-101, MS=false2019.11 | 52.8 | — | |
| BFPBackbone=ResNet-101, MS=true2019.11 | 52.7 | — | |
| EncNet + LaU_off4xBackbone=ResNet-101, MS=false2019.11 | 52.7 | — | |
| DANetBackbone=ResNet-101, MS=true2019.11 | 52.6 | — | |
| DUpsamplingBackbone=Xception-71, MS=true2019.11 | 52.5 | — | |
| EncNetBackbone=ResNet-101, MS=true2019.11 | 51.7 | — | |
| DUpsamplingBackbone=Xception-65, MS=true2019.11 | 51.4 | — | |
| CCLBackbone=ResNet-101, MS=false2019.11 | 50.7 | — | |
| CASSPub. & Year=CVPR’25, Extra backbone=DINOv2† (ViT-B/14), Protocol=Training-free2026.03 | — | 50.9 | |
| CASSPub. & Year=CVPR’25, Extra backbone=DINOv3 (ViT-B/16), Protocol=Training-free2026.03 | — | 53.6 | |
| CLIPtrasePub. & Year=ECCV’24, Extra backbone=✗, Protocol=Training-free2026.03 | — | 52.1 | |
| LaVGPub. & Year=ECCV’24, Extra backbone=DINOv1 (ViT-B/8), Protocol=Training-free2026.03 | — | 48.7 | |
| NACLIPPub. & Year=WACV’25, Extra backbone=✗, Protocol=Training-free2026.03 | — | 51.2 | |
| PEARLPub. & Year=–, Extra backbone=✗, Protocol=Training-free2026.03 | — | 53.5 | |
| ProxyCLIPPub. & Year=ECCV’24, Extra backbone=DINOv2† (ViT-B/14), Protocol=Training-free2026.03 | — | 52 | |
| SCLIPPub. & Year=ECCV’24, Extra backbone=✗, Protocol=Training-free2026.03 | — | 49.2 | |
| SFPPub. & Year=ICCV’25, Extra backbone=✗, Protocol=Training-free2026.03 | — | 53.6 |