Membership Inference Attack on NYU v2
98.58AUCOurs
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OursSetting=PU (NOR), Backbone=ViT-L2026.05 | 98.58 | — | — | — | |
| OursSetting=PU (DEP), Backbone=ViT-L2026.05 | 97.87 | — | — | — | |
| OriginalSetting=Ref., Backbone=ViT-L2026.05 | 97.16 | — | — | — | |
| OrthoGradSetting=PU (NOR), Backbone=ViT-L2026.05 | 96.82 | — | — | — | |
| InfluenceSetting=PU (NOR), Backbone=ViT-L2026.05 | 96.51 | — | — | — | |
| FisherSetting=PU (DEP), Backbone=ViT-L2026.05 | 96.23 | — | — | — | |
| SCRUBSetting=PU (NOR), Backbone=ViT-L2026.05 | 96.05 | — | — | — | |
| FisherSetting=PU (NOR), Backbone=ViT-L2026.05 | 95.91 | — | — | — | |
| OrthoGradSetting=PU (DEP), Backbone=ViT-L2026.05 | 95.86 | — | — | — | |
| NegGrad+Setting=PU (NOR), Backbone=ViT-L2026.05 | 95.77 | — | — | — | |
| SCRUBSetting=PU (DEP), Backbone=ViT-L2026.05 | 95.72 | — | — | — | |
| InfluenceSetting=PU (DEP), Backbone=ViT-L2026.05 | 95.43 | — | — | — | |
| NegGrad+Setting=PU (DEP), Backbone=ViT-L2026.05 | 95.24 | — | — | — | |
| SSDSetting=PU (DEP), Backbone=ViT-L2026.05 | 77.39 | — | — | — | |
| SSDSetting=PU (NOR), Backbone=ViT-L2026.05 | 70.18 | — | — | — | |
| SSDSetting=FU, Backbone=ViT-L2026.05 | 69.38 | — | — | — | |
| SSDSetting=PU (SEG), Backbone=ViT-L2026.05 | 69.28 | — | — | — | |
| InfluenceSetting=PU (SEG), Backbone=ViT-L2026.05 | 63.22 | — | — | — | |
| OrthoGradSetting=FU, Backbone=ViT-L2026.05 | 59.61 | — | — | — | |
| FisherSetting=PU (SEG), Backbone=ViT-L2026.05 | 57.02 | — | — | — | |
| OrthoGradSetting=PU (SEG), Backbone=ViT-L2026.05 | 56.61 | — | — | — | |
| NegGrad+Setting=PU (SEG), Backbone=ViT-L2026.05 | 56.17 | — | — | — | |
| OursSetting=PU (SEG), Backbone=ViT-L2026.05 | 55.45 | — | — | — | |
| FisherSetting=FU, Backbone=ViT-L2026.05 | 55.39 | — | — | — | |
| SCRUBSetting=PU (SEG), Backbone=ViT-L2026.05 | 55.02 | — | — | — | |
| RetrainSetting=Ref., Backbone=ViT-L2026.05 | 54.99 | — | — | — | |
| NegGrad+Setting=FU, Backbone=ViT-L2026.05 | 54.21 | — | — | — | |
| OursSetting=FU, Backbone=ViT-L2026.05 | 51.97 | — | — | — | |
| SCRUBSetting=FU, Backbone=ViT-L2026.05 | 51.7 | — | — | — | |
| InfluenceSetting=FU, Backbone=ViT-L2026.05 | 50.12 | — | — | — | |
| OursSetting=PU (NOR), Backbone=ViT-L2026.05 | 0.6573 | — | — | — | |
| OursSetting=PU (SEG), Backbone=ViT-L2026.05 | 0.63 | — | — | — | |
| OriginalSetting=Ref., Backbone=ViT-L2026.05 | 0.6267 | — | — | — | |
| OriginalSetting=Ref., Backbone=ViT-L2026.05 | 0.6146 | — | — | — | |
| NegGrad+Setting=PU (SEG), Backbone=ViT-L2026.05 | 0.589 | — | — | — | |
| OrthoGradSetting=PU (NOR), Backbone=ViT-L2026.05 | 0.5821 | — | — | — | |
| NegGrad+Setting=PU (NOR), Backbone=ViT-L2026.05 | 0.5819 | — | — | — | |
| OursSetting=PU (DEP), Backbone=ViT-L2026.05 | 0.578 | — | — | — | |
| OursSetting=PU (SEG), Backbone=ViT-L2026.05 | 0.5769 | — | — | — | |
| SCRUBSetting=PU (DEP), Backbone=ViT-L2026.05 | 0.5733 | — | — | — | |
| FisherSetting=PU (DEP), Backbone=ViT-L2026.05 | 0.5732 | — | — | — | |
| OrthoGradSetting=PU (SEG), Backbone=ViT-L2026.05 | 0.5722 | — | — | — | |
| OrthoGradSetting=PU (DEP), Backbone=ViT-L2026.05 | 0.572 | — | — | — | |
| InfluenceSetting=PU (NOR), Backbone=ViT-L2026.05 | 0.57 | — | — | — | |
| SCRUBSetting=PU (SEG), Backbone=ViT-L2026.05 | 0.5692 | — | — | — | |
| NegGrad+Setting=PU (DEP), Backbone=ViT-L2026.05 | 0.5649 | — | — | — | |
| NegGrad+Setting=PU (SEG), Backbone=ViT-L2026.05 | 0.5631 | — | — | — | |
| FisherSetting=PU (NOR), Backbone=ViT-L2026.05 | 0.5628 | — | — | — | |
| InfluenceSetting=PU (DEP), Backbone=ViT-L2026.05 | 0.5623 | — | — | — | |
| OrthoGradSetting=PU (SEG), Backbone=ViT-L2026.05 | 0.5622 | — | — | — | |
| FisherSetting=PU (SEG), Backbone=ViT-L2026.05 | 0.5516 | — | — | — | |
| InfluenceSetting=PU (SEG), Backbone=ViT-L2026.05 | 0.5503 | — | — | — | |
| SCRUBSetting=PU (NOR), Backbone=ViT-L2026.05 | 0.549 | — | — | — | |
| InfluenceSetting=PU (SEG), Backbone=ViT-L2026.05 | 0.5471 | — | — | — | |
| SCRUBSetting=PU (SEG), Backbone=ViT-L2026.05 | 0.5427 | — | — | — | |
| SSDSetting=PU (DEP), Backbone=ViT-L2026.05 | 0.5281 | — | — | — | |
| SCRUBSetting=FU, Backbone=ViT-L2026.05 | 0.5251 | — | — | — | |
| SSDSetting=PU (SEG), Backbone=ViT-L2026.05 | 0.5193 | — | — | — | |
| FisherSetting=PU (NOR), Backbone=ViT-L2026.05 | 0.5176 | — | — | — | |
| SSDSetting=PU (NOR), Backbone=ViT-L2026.05 | 0.5079 | — | — | — | |
| SCRUBSetting=FU, Backbone=ViT-L2026.05 | 0.4997 | — | — | — | |
| SSDSetting=FU, Backbone=ViT-L2026.05 | 0.4937 | — | — | — | |
| FisherSetting=FU, Backbone=ViT-L2026.05 | 0.4936 | — | — | — | |
| InfluenceSetting=FU, Backbone=ViT-L2026.05 | 0.4928 | — | — | — | |
| OursSetting=FU, Backbone=ViT-L2026.05 | 0.4918 | — | — | — | |
| SCRUBSetting=PU (DEP), Backbone=ViT-L2026.05 | 0.4882 | — | — | — | |
| OursSetting=FU, Backbone=ViT-L2026.05 | 0.4868 | — | — | — | |
| NegGrad+Setting=FU, Backbone=ViT-L2026.05 | 0.4851 | — | — | — | |
| InfluenceSetting=FU, Backbone=ViT-L2026.05 | 0.4802 | — | — | — | |
| OursSetting=PU (NOR), Backbone=ViT-L2026.05 | 0.4783 | — | — | — | |
| NegGrad+Setting=PU (NOR), Backbone=ViT-L2026.05 | 0.4773 | — | — | — | |
| SCRUBSetting=PU (NOR), Backbone=ViT-L2026.05 | 0.4739 | — | — | — | |
| OrthoGradSetting=PU (NOR), Backbone=ViT-L2026.05 | 0.4729 | — | — | — | |
| OrthoGradSetting=FU, Backbone=ViT-L2026.05 | 0.4719 | — | — | — | |
| InfluenceSetting=PU (DEP), Backbone=ViT-L2026.05 | 0.4696 | — | — | — | |
| NegGrad+Setting=PU (DEP), Backbone=ViT-L2026.05 | 0.4684 | — | — | — | |
| InfluenceSetting=PU (NOR), Backbone=ViT-L2026.05 | 0.4627 | — | — | — | |
| RetrainSetting=Ref., Backbone=ViT-L2026.05 | 0.4607 | — | — | — | |
| FisherSetting=PU (DEP), Backbone=ViT-L2026.05 | 0.4603 | — | — | — | |
| FisherSetting=FU, Backbone=ViT-L2026.05 | 0.4529 | — | — | — | |
| OursSetting=PU (DEP), Backbone=ViT-L2026.05 | 0.4523 | — | — | — | |
| RetrainSetting=Ref., Backbone=ViT-L2026.05 | 0.4522 | — | — | — | |
| FisherSetting=PU (SEG), Backbone=ViT-L2026.05 | 0.4517 | — | — | — | |
| OrthoGradSetting=FU, Backbone=ViT-L2026.05 | 0.4494 | — | — | — | |
| OrthoGradSetting=PU (DEP), Backbone=ViT-L2026.05 | 0.442 | — | — | — | |
| NegGrad+Setting=FU, Backbone=ViT-L2026.05 | 0.4413 | — | — | — | |
| SSDSetting=PU (NOR), Backbone=ViT-L2026.05 | 0.4292 | — | — | — | |
| SSDSetting=PU (DEP), Backbone=ViT-L2026.05 | 0.4239 | — | — | — | |
| SSDSetting=PU (SEG), Backbone=ViT-L2026.05 | 0.4221 | — | — | — | |
| SSDSetting=FU, Backbone=ViT-L2026.05 | 0.412 | — | — | — | |
| interference-aware frameworkSetting=FU, Backbone=Swin-L2026.05 | — | 54.83 | 42.13 | 42.85 | |
| interference-aware frameworkSetting=PU (SEG), Backbone=Swin-L2026.05 | — | 55.35 | 57.96 | 52.04 | |
| RetrainSetting=Ref., Backbone=Swin-L2026.05 | — | 52.95 | 42.83 | 42.39 |