Machine Unlearning on ImageNet
92Utility PreservationRAZOR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RAZORModel=CLIP, Quantization=None2026.03 | 92 | 53.5 | 27.51 | 0 | 100 | |
| RAZOR (Quan. 8 bit)Model=CLIP, Quantization=8-bit2026.03 | 91.09 | 54 | 27.78 | 0 | 99.01 | |
| RAZOR (Quan. 4 bit)Model=CLIP, Quantization=4-bit2026.03 | 90.86 | 54.01 | 27.61 | 0 | 98.6 | |
| SLUGModel=CLIP, Quantization=None2026.03 | 88 | 68 | 28.29 | 0.8 | 99.5 | |
| SLUG (Quan. 8 bit)Model=CLIP, Quantization=8-bit2026.03 | 87.13 | 68.63 | 28.57 | 0 | 98.57 | |
| SLUG (Quan. 4 bit)Model=CLIP, Quantization=4-bit2026.03 | 86.91 | 68.64 | 28.39 | 0 | 98.12 | |
| SalUnModel=CLIP, Quantization=None2026.03 | 84 | 88 | 24 | 1 | 98 | |
| SalUn (Quan. 4 bit)Model=CLIP, Quantization=4-bit2026.03 | 82.96 | 98.83 | 24.08 | 0 | 96.63 | |
| SalUn (Quan. 8 bit)Model=CLIP, Quantization=8-bit2026.03 | 82.17 | 88.81 | 34.24 | 0 | 96.03 | |
| OriginalBackbone=RN1012026.05 | 55.25 | — | — | — | — | |
| CLIP-LIPBackbone=RN502026.05 | 53.85 | — | — | — | — | |
| OriginalBackbone=RN502026.05 | 53.81 | — | — | — | — | |
| CLIP-LIPBackbone=RN1012026.05 | 52.25 | — | — | — | — | |
| ICEDBackbone=RN502026.05 | 49.13 | — | — | — | — | |
| ICEDBackbone=RN1012026.05 | 48.41 | — | — | — | — | |
| TIFSBackbone=RN502026.05 | 46.87 | — | — | — | — | |
| TIFSBackbone=RN1012026.05 | 41.33 | — | — | — | — | |
| EMMNBackbone=RN502026.05 | 37.26 | — | — | — | — | |
| LoTUSModel=CLIP, Quantization=None2026.03 | 36 | 54 | 23.2 | 1 | 79 | |
| LoTUS (Quan. 8 bit)Model=CLIP, Quantization=8-bit2026.03 | 35.64 | 63.5 | 23.43 | 0 | 78.22 | |
| LoTUS (Quan. 4 bit)Model=CLIP, Quantization=4-bit2026.03 | 35.55 | 64.51 | 23.28 | 0 | 77.89 | |
| EMMNBackbone=RN1012026.05 | 35.55 | — | — | — | — | |
| SSDModel=CLIP, Quantization=None2026.03 | 30 | 52.5 | 24 | 0.2 | 97.5 | |
| SSD (Quan. 8 bit)Model=CLIP, Quantization=8-bit2026.03 | 29.7 | 60.99 | 24.24 | 0 | 96.54 | |
| SSD (Quan. 4 bit)Model=CLIP, Quantization=4-bit2026.03 | 29.55 | 63 | 24.08 | 0 | 96.63 | |
| FTBackbone=RN1012026.05 | 1.4 | — | — | — | — | |
| GABackbone=RN1012026.05 | 1.21 | — | — | — | — | |
| FTBackbone=RN502026.05 | 0.27 | — | — | — | — | |
| GABackbone=RN502026.05 | 0.25 | — | — | — | — | |
| LIPBackbone=RN1012026.05 | 0.17 | — | — | — | — | |
| LIPBackbone=RN502026.05 | 0.16 | — | — | — | — | |
| FisherBackbone=RN502026.05 | 0.11 | — | — | — | — | |
| FisherBackbone=RN1012026.05 | 0.11 | — | — | — | — |