Multi-task Unlearning Interference on NYU v2
9.1UISinterference-aware framework
Evaluation Results
| Method | Links | |
|---|---|---|
| interference-aware frameworkSetting=PU (DEP), Backbone=Swin-L2026.05 | 9.1 | |
| interference-aware frameworkSetting=PU (NOR), Backbone=Swin-L2026.05 | 10.6 | |
| OursSetting=PU (DEP), Backbone=ViT-L2026.05 | 12.3 | |
| OursSetting=PU (NOR), Backbone=ViT-L2026.05 | 12.4 | |
| interference-aware frameworkSetting=PU (SEG), Backbone=Swin-L2026.05 | 14 | |
| interference-aware frameworkSetting=FU, Backbone=Swin-L2026.05 | 14.6 | |
| OursSetting=PU (SEG), Backbone=ViT-L2026.05 | 15.4 | |
| OrthoGradSetting=PU (DEP), Backbone=ViT-L2026.05 | 20.7 | |
| OursSetting=FU, Backbone=ViT-L2026.05 | 22 | |
| NegGrad+Setting=PU (DEP), Backbone=ViT-L2026.05 | 22.5 | |
| OrthoGradSetting=PU (NOR), Backbone=ViT-L2026.05 | 23.5 | |
| SCRUBSetting=PU (NOR), Backbone=ViT-L2026.05 | 26.2 | |
| SCRUBSetting=PU (DEP), Backbone=ViT-L2026.05 | 27.3 | |
| NegGrad+Setting=PU (NOR), Backbone=ViT-L2026.05 | 27.9 | |
| OrthoGradSetting=FU, Backbone=ViT-L2026.05 | 28.6 | |
| SCRUBSetting=PU (SEG), Backbone=ViT-L2026.05 | 29.7 | |
| InfluenceSetting=PU (NOR), Backbone=ViT-L2026.05 | 30.4 | |
| NegGrad+Setting=FU, Backbone=ViT-L2026.05 | 30.5 | |
| NegGrad+Setting=FU, Backbone=Swin-L2026.05 | 31.2 | |
| OrthoGradSetting=PU (SEG), Backbone=ViT-L2026.05 | 33.8 | |
| NegGrad+Setting=PU (SEG), Backbone=ViT-L2026.05 | 34.3 | |
| SCRUBSetting=FU, Backbone=ViT-L2026.05 | 37.2 | |
| InfluenceSetting=PU (DEP), Backbone=ViT-L2026.05 | 43.4 | |
| InfluenceSetting=PU (SEG), Backbone=ViT-L2026.05 | 59.8 | |
| FisherSetting=PU (NOR), Backbone=ViT-L2026.05 | 71.3 | |
| FisherSetting=PU (SEG), Backbone=ViT-L2026.05 | 74 | |
| InfluenceSetting=FU, Backbone=ViT-L2026.05 | 77 | |
| SSDSetting=PU (DEP), Backbone=ViT-L2026.05 | 77.9 | |
| FisherSetting=PU (DEP), Backbone=ViT-L2026.05 | 79.1 | |
| SSDSetting=FU, Backbone=ViT-L2026.05 | 97.5 | |
| FisherSetting=FU, Backbone=ViT-L2026.05 | 99.6 | |
| SSDSetting=PU (SEG), Backbone=ViT-L2026.05 | 115.4 | |
| SSDSetting=PU (NOR), Backbone=ViT-L2026.05 | 116.7 | |
| FisherSetting=FU, Backbone=Swin-L2026.05 | 133.3 |