Multi-task Dense Prediction on PASCAL-Context (test)
13.69Normal ErrorSingle task
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Single taskBackbone=HRNet18, Feature Propagation Module (FPM)=false2021.04 | 13.69 | 62.23 | 61.66 | 85.08 | 73.06 | 0 | — | — | — | — | — | |
| ATRCBackbone=HRNet18, Feature Propagation Module (FPM)=false2021.04 | 13.99 | 57.89 | 57.33 | 83.77 | 69.74 | -4.45 | — | — | — | — | — | |
| Multi-taskBackbone=HRNet18, Feature Propagation Module (FPM)=false2021.04 | 14.1 | 51.48 | 57.23 | 83.43 | 69.76 | -6.77 | — | — | — | — | — | |
| ATRCBackbone=HRNet18, Feature Propagation Module (FPM)=true2021.04 | 14.2 | 62.69 | 59.42 | 84.7 | 70.96 | -1.98 | — | — | — | — | — | |
| MTI-NetBackbone=HRNet18, Feature Propagation Module (FPM)=true2021.04 | 14.23 | 61.7 | 60.18 | 84.78 | 70.8 | -2.12 | — | — | — | — | — | |
| FinetunedBackbone=ViT-B2026.03 | 18.36 | — | — | — | — | — | 70.07 | 54.77 | 80 | 0.046 | — | |
| LinearBackbone=ViT-B2026.03 | 21.4 | — | — | — | — | — | 0.1 | 20.5 | 28.5 | 102.2 | 74.3 | |
| FR-MergingBackbone=ViT-B2026.03 | 48.2 | — | — | — | — | — | 4.8 | 20.6 | 31 | 104.3 | 83.4 | |
| SVDBackbone=ViT-B2026.03 | 49.4 | — | — | — | — | — | 4.8 | 20.6 | 31.2 | 104.3 | 83 | |
| LoRA-LEGOBackbone=ViT-B2026.03 | 55.4 | — | — | — | — | — | 4.7 | 20.6 | 36.3 | 104 | 76.4 | |
| EMR-MergingBackbone=ViT-B2026.03 | 58.9 | — | — | — | — | — | 4.7 | 20.6 | 44.9 | 104 | 77 | |
| KnOTS-DARE-TIESBackbone=ViT-B2026.03 | 59.9 | — | — | — | — | — | 4.7 | 20.6 | 42.5 | 104.3 | 76.8 | |
| KnOTS-TIESBackbone=ViT-B2026.03 | 61.2 | — | — | — | — | — | 4.7 | 20.6 | 38.3 | 104.3 | 76.6 | |
| DARE-TIESBackbone=ViT-B2026.03 | 62.2 | — | — | — | — | — | 4.7 | 20.6 | 32.6 | 104.3 | 76.9 | |
| TABackbone=ViT-B2026.03 | 62.5 | — | — | — | — | — | 4.7 | 20.6 | 36.4 | 104.3 | 77.2 | |
| TIESBackbone=ViT-B2026.03 | 66.1 | — | — | — | — | — | 4.7 | 20.6 | 34.6 | 104.3 | 77.3 | |
| RobustMergeBackbone=ViT-B2026.03 | 73.7 | — | — | — | — | — | 83.1 | 73.7 | 85.7 | 100.6 | 89.9 | |
| NSCBackbone=ViT-B2026.03 | 80.9 | — | — | — | — | — | 86.7 | 76.7 | 88.7 | 101.7 | 92 |