Multi-task Dense Prediction on NYUD v2 (test)
0.657Depth (RMSE)Finetuned
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FinetunedBackbone=ViT-B, Protocol=Absolute Performance2026.03 | 0.657 | 37.66 | 25.98 | 0.051 | — | |
| LinearBackbone=ViT-B, Protocol=Normalized Score (%)2026.03 | 2.6 | 0.5 | 30.7 | 105.2 | 74.3 | |
| FR-MergingBackbone=ViT-B, Protocol=Normalized Score (%)2026.03 | 6.3 | 1.2 | 37.9 | 105.4 | 83.4 | |
| SVDBackbone=ViT-B, Protocol=Normalized Score (%)2026.03 | 6.8 | 1.2 | 40.6 | 105.4 | 83 | |
| LoRA-LEGOBackbone=ViT-B, Protocol=Normalized Score (%)2026.03 | 9.3 | 1.4 | 52.8 | 104.3 | 76.4 | |
| KnOTS-DARE-TIESBackbone=ViT-B, Protocol=Normalized Score (%)2026.03 | 18.2 | 1.5 | 55.4 | 105.2 | 76.8 | |
| KnOTS-TIESBackbone=ViT-B, Protocol=Normalized Score (%)2026.03 | 19.4 | 1.5 | 54.5 | 105.2 | 76.6 | |
| EMR-MergingBackbone=ViT-B, Protocol=Normalized Score (%)2026.03 | 21.6 | 1.5 | 55.3 | 103.9 | 77 | |
| TABackbone=ViT-B, Protocol=Normalized Score (%)2026.03 | 24 | 1.3 | 54.9 | 105.2 | 77.2 | |
| DARE-TIESBackbone=ViT-B, Protocol=Normalized Score (%)2026.03 | 24.3 | 1.3 | 54.6 | 105.2 | 76.9 | |
| TIESBackbone=ViT-B, Protocol=Normalized Score (%)2026.03 | 28.5 | 1.3 | 55.2 | 105.1 | 77.3 | |
| RobustMergeBackbone=ViT-B, Protocol=Normalized Score (%)2026.03 | 37.2 | 76.5 | 63.4 | 100.1 | 89.9 | |
| NSCBackbone=ViT-B, Protocol=Normalized Score (%)2026.03 | 45.9 | 85.1 | 69.6 | 100.4 | 92 |