Multi-task Dense Prediction on Taskonomy (test)
0.016DE (L1)Finetuned
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FinetunedBackbone=ViT-B2026.03 | 0.016 | 0.016 | 0.101 | 0.171 | 0.162 | 0.082 | 0.217 | 0.71 | 0.136 | 0.17 | 0.144 | — | |
| SVDBackbone=ViT-B2026.03 | 98 | 94.4 | 103.7 | 123.4 | 146.9 | 117.8 | 101.5 | 122.2 | 143.4 | 146.7 | 96.9 | 83 | |
| DARE-TIESBackbone=ViT-B2026.03 | 98.1 | 97.7 | 103.3 | 104.6 | 106.4 | 104.5 | 100.1 | 103.7 | 103.9 | 104.6 | 100.6 | 76.9 | |
| EMR-MergingBackbone=ViT-B2026.03 | 98.2 | 98.2 | 102.4 | 103 | 104.8 | 103.2 | 100.1 | 103.4 | 105.4 | 108.1 | 98.5 | 77 | |
| FR-MergingBackbone=ViT-B2026.03 | 99.7 | 95.6 | 101.5 | 125.8 | 150.6 | 117 | 101.7 | 122.7 | 146.6 | 149.7 | 97.3 | 83.4 | |
| RobustMergeBackbone=ViT-B2026.03 | 100 | 101 | 102.2 | 100.6 | 100.5 | 100.6 | 100 | 100.2 | 99.7 | 99.1 | 99.8 | 89.9 | |
| TABackbone=ViT-B2026.03 | 100.1 | 99.8 | 101.7 | 104.6 | 106.4 | 102.2 | 100.2 | 103.6 | 106.2 | 107.4 | 98.8 | 77.2 | |
| KnOTS-TIESBackbone=ViT-B2026.03 | 100.1 | 99.6 | 101.3 | 102.8 | 105.2 | 102.4 | 100.1 | 102.7 | 104.9 | 104.8 | 97.9 | 76.6 | |
| NSCBackbone=ViT-B2026.03 | 100.1 | 101 | 102.2 | 100.8 | 100.8 | 100.7 | 100 | 100.4 | 100 | 99.6 | 99.6 | 92 | |
| TIESBackbone=ViT-B2026.03 | 102.5 | 102 | 100.6 | 103.7 | 105.4 | 99.5 | 100.1 | 102.4 | 105.2 | 104.3 | 99.5 | 77.3 | |
| KnOTS-DARE-TIESBackbone=ViT-B2026.03 | 103.9 | 102.8 | 97.7 | 107.8 | 107.3 | 96.1 | 100.2 | 102.4 | 103.1 | 101.7 | 100.2 | 76.8 | |
| LoRA-LEGOBackbone=ViT-B2026.03 | 103.9 | 104.1 | 96.7 | 106.7 | 108.7 | 99.1 | 100.2 | 103.6 | 110.4 | 102.2 | 104.5 | 76.4 | |
| LinearBackbone=ViT-B2026.03 | 108.3 | 105.9 | 95.9 | 120.5 | 122.1 | 117.1 | 100.4 | 98.1 | 126.4 | 75 | 104.9 | 74.3 |