Surface Normal Estimation on NYU v2 (Retained set)
67.13A30Original
Evaluation Results
| Method | Links | |
|---|---|---|
| OriginalSetting=Ref., Backbone=ViT-L2026.05 | 67.13 | |
| RetrainSetting=Ref., Backbone=ViT-L2026.05 | 66.98 | |
| OursSetting=PU (DEP), Backbone=ViT-L2026.05 | 63.21 | |
| OursSetting=PU (SEG), Backbone=ViT-L2026.05 | 63.16 | |
| OursSetting=FU, Backbone=ViT-L2026.05 | 62.17 | |
| OrthoGradSetting=PU (DEP), Backbone=ViT-L2026.05 | 61.93 | |
| OursSetting=PU (NOR), Backbone=ViT-L2026.05 | 61.92 | |
| NegGrad+Setting=PU (DEP), Backbone=ViT-L2026.05 | 60.52 | |
| SCRUBSetting=PU (DEP), Backbone=ViT-L2026.05 | 60.28 | |
| SCRUBSetting=PU (SEG), Backbone=ViT-L2026.05 | 60.27 | |
| FisherSetting=PU (DEP), Backbone=ViT-L2026.05 | 60.12 | |
| OrthoGradSetting=PU (SEG), Backbone=ViT-L2026.05 | 59.37 | |
| SCRUBSetting=PU (NOR), Backbone=ViT-L2026.05 | 59 | |
| NegGrad+Setting=FU, Backbone=ViT-L2026.05 | 58.72 | |
| SCRUBSetting=FU, Backbone=ViT-L2026.05 | 58.65 | |
| InfluenceSetting=PU (DEP), Backbone=ViT-L2026.05 | 58.47 | |
| NegGrad+Setting=PU (SEG), Backbone=ViT-L2026.05 | 58.33 | |
| OrthoGradSetting=FU, Backbone=ViT-L2026.05 | 58.28 | |
| OriginalSetting=Ref., Backbone=Swin-L2026.05 | 58.03 | |
| OrthoGradSetting=PU (NOR), Backbone=ViT-L2026.05 | 57.93 | |
| FisherSetting=PU (SEG), Backbone=ViT-L2026.05 | 57.13 | |
| interference-aware frameworkSetting=FU, Backbone=Swin-L2026.05 | 56.82 | |
| InfluenceSetting=PU (SEG), Backbone=ViT-L2026.05 | 56.29 | |
| InfluenceSetting=PU (NOR), Backbone=ViT-L2026.05 | 56.24 | |
| interference-aware frameworkSetting=PU (NOR), Backbone=Swin-L2026.05 | 55.84 | |
| NegGrad+Setting=PU (NOR), Backbone=ViT-L2026.05 | 54.91 | |
| SSDSetting=PU (DEP), Backbone=ViT-L2026.05 | 48.29 | |
| InfluenceSetting=FU, Backbone=ViT-L2026.05 | 48.02 | |
| SSDSetting=PU (SEG), Backbone=ViT-L2026.05 | 43.92 | |
| SSDSetting=PU (NOR), Backbone=ViT-L2026.05 | 43.92 | |
| SSDSetting=FU, Backbone=ViT-L2026.05 | 43.82 | |
| FisherSetting=FU, Backbone=ViT-L2026.05 | 41.32 | |
| FisherSetting=PU (NOR), Backbone=ViT-L2026.05 | 27.38 |