Depth Estimation on NYU Forget set v2 (train)
87.57Accuracy (σ1.25)Ours
Evaluation Results
| Method | Links | |
|---|---|---|
| OursSetting=PU (NOR), Backbone=ViT-L2026.05 | 87.57 | |
| OursSetting=PU (SEG), Backbone=ViT-L2026.05 | 86.95 | |
| OriginalSetting=Ref., Backbone=ViT-L2026.05 | 85.96 | |
| NegGrad+Setting=PU (NOR), Backbone=ViT-L2026.05 | 84.27 | |
| OrthoGradSetting=PU (NOR), Backbone=ViT-L2026.05 | 84.01 | |
| FisherSetting=PU (NOR), Backbone=ViT-L2026.05 | 83.12 | |
| NegGrad+Setting=PU (SEG), Backbone=ViT-L2026.05 | 82.56 | |
| OrthoGradSetting=PU (SEG), Backbone=ViT-L2026.05 | 82.3 | |
| SCRUBSetting=PU (SEG), Backbone=ViT-L2026.05 | 82.17 | |
| InfluenceSetting=PU (NOR), Backbone=ViT-L2026.05 | 81.02 | |
| FisherSetting=PU (SEG), Backbone=ViT-L2026.05 | 79.01 | |
| OursSetting=FU, Backbone=ViT-L2026.05 | 77.16 | |
| SCRUBSetting=PU (NOR), Backbone=ViT-L2026.05 | 76.5 | |
| NegGrad+Setting=PU (DEP), Backbone=ViT-L2026.05 | 75.68 | |
| NegGrad+Setting=FU, Backbone=ViT-L2026.05 | 74.8 | |
| InfluenceSetting=PU (SEG), Backbone=ViT-L2026.05 | 73.07 | |
| SCRUBSetting=FU, Backbone=ViT-L2026.05 | 72.41 | |
| OursSetting=PU (DEP), Backbone=ViT-L2026.05 | 71.26 | |
| OrthoGradSetting=FU, Backbone=ViT-L2026.05 | 69.29 | |
| RetrainSetting=Ref., Backbone=ViT-L2026.05 | 68.87 | |
| OrthoGradSetting=PU (DEP), Backbone=ViT-L2026.05 | 67.37 | |
| SCRUBSetting=PU (DEP), Backbone=ViT-L2026.05 | 67.29 | |
| InfluenceSetting=FU, Backbone=ViT-L2026.05 | 59.02 | |
| InfluenceSetting=PU (DEP), Backbone=ViT-L2026.05 | 57.42 | |
| SSDSetting=PU (DEP), Backbone=ViT-L2026.05 | 56.32 | |
| FisherSetting=FU, Backbone=ViT-L2026.05 | 56.01 | |
| SSDSetting=PU (NOR), Backbone=ViT-L2026.05 | 45.76 | |
| SSDSetting=FU, Backbone=ViT-L2026.05 | 45.17 | |
| SSDSetting=PU (SEG), Backbone=ViT-L2026.05 | 45.01 | |
| FisherSetting=PU (DEP), Backbone=ViT-L2026.05 | 23.01 |