Semantic Segmentation on NYU v2 (Retained set)
94mIoURetrain
Evaluation Results
| Method | Links | |
|---|---|---|
| RetrainSetting=Ref., Backbone=ViT-L2026.05 | 94 | |
| NegGrad+Setting=PU (NOR), Backbone=ViT-L2026.05 | 93.97 | |
| OrthoGradSetting=PU (NOR), Backbone=ViT-L2026.05 | 93.84 | |
| SCRUBSetting=PU (DEP), Backbone=ViT-L2026.05 | 93.77 | |
| OriginalSetting=Ref., Backbone=ViT-L2026.05 | 93.49 | |
| NegGrad+Setting=PU (DEP), Backbone=ViT-L2026.05 | 93.44 | |
| OursSetting=PU (DEP), Backbone=ViT-L2026.05 | 93.23 | |
| FisherSetting=PU (DEP), Backbone=ViT-L2026.05 | 93.1 | |
| OursSetting=PU (NOR), Backbone=ViT-L2026.05 | 93.05 | |
| OrthoGradSetting=PU (DEP), Backbone=ViT-L2026.05 | 92.92 | |
| SCRUBSetting=PU (NOR), Backbone=ViT-L2026.05 | 92.91 | |
| InfluenceSetting=PU (DEP), Backbone=ViT-L2026.05 | 92.13 | |
| FisherSetting=PU (NOR), Backbone=ViT-L2026.05 | 91.32 | |
| InfluenceSetting=PU (NOR), Backbone=ViT-L2026.05 | 91.2 | |
| OriginalSetting=Ref., Backbone=Swin-L2026.05 | 88.13 | |
| interference-aware frameworkSetting=PU (NOR), Backbone=Swin-L2026.05 | 87.72 | |
| OrthoGradSetting=FU, Backbone=ViT-L2026.05 | 87.67 | |
| interference-aware frameworkSetting=PU (DEP), Backbone=Swin-L2026.05 | 87.28 | |
| OursSetting=FU, Backbone=ViT-L2026.05 | 87.28 | |
| SCRUBSetting=PU (SEG), Backbone=ViT-L2026.05 | 87.15 | |
| NegGrad+Setting=FU, Backbone=ViT-L2026.05 | 86.47 | |
| RetrainSetting=Ref., Backbone=Swin-L2026.05 | 86.3 | |
| OursSetting=PU (SEG), Backbone=ViT-L2026.05 | 86.02 | |
| NegGrad+Setting=FU, Backbone=Swin-L2026.05 | 83.21 | |
| interference-aware frameworkSetting=FU, Backbone=Swin-L2026.05 | 82.17 | |
| OrthoGradSetting=PU (SEG), Backbone=ViT-L2026.05 | 82.02 | |
| SCRUBSetting=FU, Backbone=ViT-L2026.05 | 81.96 | |
| interference-aware frameworkSetting=PU (SEG), Backbone=Swin-L2026.05 | 81.93 | |
| NegGrad+Setting=PU (SEG), Backbone=ViT-L2026.05 | 81.17 | |
| SSDSetting=PU (DEP), Backbone=ViT-L2026.05 | 78.3 | |
| InfluenceSetting=PU (SEG), Backbone=ViT-L2026.05 | 74.59 | |
| SSDSetting=PU (SEG), Backbone=ViT-L2026.05 | 70.48 | |
| SSDSetting=PU (NOR), Backbone=ViT-L2026.05 | 70.38 | |
| SSDSetting=FU, Backbone=ViT-L2026.05 | 70.18 | |
| InfluenceSetting=FU, Backbone=ViT-L2026.05 | 67.36 | |
| FisherSetting=PU (SEG), Backbone=ViT-L2026.05 | 52.48 | |
| FisherSetting=FU, Backbone=ViT-L2026.05 | 51.49 |