Semantic Segmentation on NYUv2 Forget set (train)
94.63mIoUOurs
Evaluation Results
| Method | Links | |
|---|---|---|
| OursSetting=PU (NOR), Backbone=ViT-L2026.05 | 94.63 | |
| OursSetting=PU (DEP), Backbone=ViT-L2026.05 | 94.1 | |
| OriginalSetting=Ref., Backbone=ViT-L2026.05 | 93.42 | |
| SCRUBSetting=PU (DEP), Backbone=ViT-L2026.05 | 93.17 | |
| SCRUBSetting=PU (NOR), Backbone=ViT-L2026.05 | 92.88 | |
| OrthoGradSetting=PU (DEP), Backbone=ViT-L2026.05 | 92.83 | |
| NegGrad+Setting=PU (DEP), Backbone=ViT-L2026.05 | 92.7 | |
| NegGrad+Setting=PU (NOR), Backbone=ViT-L2026.05 | 92.65 | |
| FisherSetting=PU (DEP), Backbone=ViT-L2026.05 | 92.57 | |
| OrthoGradSetting=PU (NOR), Backbone=ViT-L2026.05 | 92.11 | |
| InfluenceSetting=PU (DEP), Backbone=ViT-L2026.05 | 92.02 | |
| InfluenceSetting=PU (NOR), Backbone=ViT-L2026.05 | 91.85 | |
| FisherSetting=PU (NOR), Backbone=ViT-L2026.05 | 91.21 | |
| SSDSetting=PU (DEP), Backbone=ViT-L2026.05 | 78.27 | |
| RetrainSetting=Ref., Backbone=ViT-L2026.05 | 76.36 | |
| NegGrad+Setting=FU, Backbone=ViT-L2026.05 | 76.11 | |
| OursSetting=FU, Backbone=ViT-L2026.05 | 75.43 | |
| OursSetting=PU (SEG), Backbone=ViT-L2026.05 | 75.17 | |
| SCRUBSetting=PU (SEG), Backbone=ViT-L2026.05 | 75.1 | |
| OrthoGradSetting=FU, Backbone=ViT-L2026.05 | 74.61 | |
| OrthoGradSetting=PU (SEG), Backbone=ViT-L2026.05 | 72.38 | |
| InfluenceSetting=PU (SEG), Backbone=ViT-L2026.05 | 72.3 | |
| SSDSetting=PU (NOR), Backbone=ViT-L2026.05 | 71.42 | |
| SSDSetting=FU, Backbone=ViT-L2026.05 | 71.13 | |
| NegGrad+Setting=PU (SEG), Backbone=ViT-L2026.05 | 70.65 | |
| SSDSetting=PU (SEG), Backbone=ViT-L2026.05 | 70.3 | |
| SCRUBSetting=FU, Backbone=ViT-L2026.05 | 70.03 | |
| InfluenceSetting=FU, Backbone=ViT-L2026.05 | 60.4 | |
| FisherSetting=PU (SEG), Backbone=ViT-L2026.05 | 51.07 | |
| FisherSetting=FU, Backbone=ViT-L2026.05 | 48.83 |