Surface Normal Prediction on NYU v2 (val)
60.45A30 AccuracyOriginal
Evaluation Results
| Method | Links | |
|---|---|---|
| OriginalSetting=Ref., Backbone=ViT-L2026.05 | 60.45 | |
| RetrainSetting=Ref., Backbone=ViT-L2026.05 | 59.58 | |
| OursSetting=PU (SEG), Backbone=ViT-L2026.05 | 55.62 | |
| OursSetting=PU (DEP), Backbone=ViT-L2026.05 | 55.56 | |
| OursSetting=FU, Backbone=ViT-L2026.05 | 54.44 | |
| OursSetting=PU (NOR), Backbone=ViT-L2026.05 | 54.25 | |
| InfluenceSetting=PU (DEP), Backbone=ViT-L2026.05 | 51.38 | |
| SCRUBSetting=PU (DEP), Backbone=ViT-L2026.05 | 51.29 | |
| OrthoGradSetting=PU (DEP), Backbone=ViT-L2026.05 | 51.13 | |
| NegGrad+Setting=PU (DEP), Backbone=ViT-L2026.05 | 50.91 | |
| SCRUBSetting=PU (NOR), Backbone=ViT-L2026.05 | 50.45 | |
| SCRUBSetting=PU (SEG), Backbone=ViT-L2026.05 | 50.28 | |
| OrthoGradSetting=PU (SEG), Backbone=ViT-L2026.05 | 50.27 | |
| FisherSetting=PU (DEP), Backbone=ViT-L2026.05 | 50.23 | |
| NegGrad+Setting=PU (SEG), Backbone=ViT-L2026.05 | 50.12 | |
| OrthoGradSetting=FU, Backbone=ViT-L2026.05 | 49.83 | |
| NegGrad+Setting=FU, Backbone=ViT-L2026.05 | 49.63 | |
| FisherSetting=PU (SEG), Backbone=ViT-L2026.05 | 49.49 | |
| SCRUBSetting=FU, Backbone=ViT-L2026.05 | 48.77 | |
| InfluenceSetting=PU (SEG), Backbone=ViT-L2026.05 | 48.56 | |
| NegGrad+Setting=PU (NOR), Backbone=ViT-L2026.05 | 46.27 | |
| InfluenceSetting=PU (NOR), Backbone=ViT-L2026.05 | 46.23 | |
| OrthoGradSetting=PU (NOR), Backbone=ViT-L2026.05 | 46.23 | |
| InfluenceSetting=FU, Backbone=ViT-L2026.05 | 44.92 | |
| SSDSetting=PU (DEP), Backbone=ViT-L2026.05 | 43.91 | |
| SSDSetting=PU (SEG), Backbone=ViT-L2026.05 | 40.37 | |
| FisherSetting=FU, Backbone=ViT-L2026.05 | 39.51 | |
| SSDSetting=PU (NOR), Backbone=ViT-L2026.05 | 39.17 | |
| SSDSetting=FU, Backbone=ViT-L2026.05 | 39.02 | |
| FisherSetting=PU (NOR), Backbone=ViT-L2026.05 | 26.75 |