Depth Estimation on NYU v2 (Retained set)
86.87Acc (sigma 1.25)Retrain
Evaluation Results
| Method | Links | |
|---|---|---|
| RetrainSetting=Ref., Backbone=ViT-L2026.05 | 86.87 | |
| OriginalSetting=Ref., Backbone=ViT-L2026.05 | 85.73 | |
| OrthoGradSetting=PU (NOR), Backbone=ViT-L2026.05 | 85.72 | |
| OursSetting=FU, Backbone=ViT-L2026.05 | 85.56 | |
| OursSetting=PU (NOR), Backbone=ViT-L2026.05 | 85.37 | |
| OursSetting=PU (SEG), Backbone=ViT-L2026.05 | 84.99 | |
| NegGrad+Setting=PU (NOR), Backbone=ViT-L2026.05 | 84.6 | |
| OriginalSetting=Ref., Backbone=Swin-L2026.05 | 84.28 | |
| SCRUBSetting=PU (SEG), Backbone=ViT-L2026.05 | 83.84 | |
| OursSetting=PU (DEP), Backbone=ViT-L2026.05 | 83.37 | |
| InfluenceSetting=PU (NOR), Backbone=ViT-L2026.05 | 83.32 | |
| FisherSetting=PU (NOR), Backbone=ViT-L2026.05 | 83.25 | |
| NegGrad+Setting=PU (SEG), Backbone=ViT-L2026.05 | 83.17 | |
| NegGrad+Setting=PU (DEP), Backbone=ViT-L2026.05 | 83.12 | |
| SCRUBSetting=FU, Backbone=ViT-L2026.05 | 82.96 | |
| SCRUBSetting=PU (NOR), Backbone=ViT-L2026.05 | 82.94 | |
| NegGrad+Setting=FU, Backbone=ViT-L2026.05 | 82.59 | |
| OrthoGradSetting=PU (SEG), Backbone=ViT-L2026.05 | 82.29 | |
| interference-aware frameworkSetting=PU (DEP), Backbone=Swin-L2026.05 | 81.92 | |
| OrthoGradSetting=FU, Backbone=ViT-L2026.05 | 81.23 | |
| interference-aware frameworkSetting=FU, Backbone=Swin-L2026.05 | 81.22 | |
| OrthoGradSetting=PU (DEP), Backbone=ViT-L2026.05 | 80.99 | |
| FisherSetting=PU (SEG), Backbone=ViT-L2026.05 | 79.73 | |
| SCRUBSetting=PU (DEP), Backbone=ViT-L2026.05 | 74.97 | |
| InfluenceSetting=PU (SEG), Backbone=ViT-L2026.05 | 73.93 | |
| InfluenceSetting=FU, Backbone=ViT-L2026.05 | 62.93 | |
| FisherSetting=FU, Backbone=ViT-L2026.05 | 62.35 | |
| InfluenceSetting=PU (DEP), Backbone=ViT-L2026.05 | 61.03 | |
| SSDSetting=PU (DEP), Backbone=ViT-L2026.05 | 58.19 | |
| SSDSetting=PU (SEG), Backbone=ViT-L2026.05 | 49.32 | |
| SSDSetting=FU, Backbone=ViT-L2026.05 | 48.83 | |
| SSDSetting=PU (NOR), Backbone=ViT-L2026.05 | 48.31 | |
| FisherSetting=PU (DEP), Backbone=ViT-L2026.05 | 28.95 |