Machine Unlearning on LAION 400M
58.91Forget AccuracySalUn (Quan. 4 bit)
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SalUn (Quan. 4 bit)Model=CLIP, Quantization=4-bit2026.03 | 58.91 | 26.28 | 0 | 86.91 | 96.03 | |
| SalUn (Quan. 8 bit)Model=CLIP, Quantization=8-bit2026.03 | 58.89 | 26.43 | 0 | 85.13 | 96.37 | |
| SSD (Quan. 8 bit)Model=CLIP, Quantization=8-bit2026.03 | 58.39 | 22.22 | 0 | 47.53 | 96.94 | |
| LoTUS (Quan. 4 bit)Model=CLIP, Quantization=4-bit2026.03 | 54.52 | 23.08 | 0 | 55.31 | 80.85 | |
| LoTUS (Quan. 8 bit)Model=CLIP, Quantization=8-bit2026.03 | 54.5 | 23.23 | 0 | 55.45 | 81.19 | |
| SSD (Quan. 4 bit)Model=CLIP, Quantization=4-bit2026.03 | 54.4 | 22.08 | 0 | 47.41 | 96.63 | |
| SLUG (Quan. 4 bit)Model=CLIP, Quantization=4-bit2026.03 | 48.46 | 28.3 | 0 | 86.91 | 98.37 | |
| SLUG (Quan. 8 bit)Model=CLIP, Quantization=8-bit2026.03 | 48.44 | 28.48 | 0 | 87.13 | 98.81 | |
| SalUnModel=CLIP, Quantization=None2026.03 | 48 | 23.2 | 0.8 | 88 | 98.4 | |
| SLUGModel=CLIP, Quantization=None2026.03 | 48 | 28.2 | 0.4 | 88 | 99.8 | |
| LoTUSModel=CLIP, Quantization=None2026.03 | 44 | 23 | 0.8 | 56 | 82 | |
| SSDModel=CLIP, Quantization=None2026.03 | 42 | 22 | 0.1 | 48 | 98 | |
| RAZOR (Quan. 4 bit)Model=CLIP, Quantization=4-bit2026.03 | 40.38 | 27.6 | 0 | 92.83 | 98.6 | |
| RAZOR (Quan. 8 bit)Model=CLIP, Quantization=8-bit2026.03 | 40.37 | 27.73 | 0 | 93.07 | 99.01 | |
| RAZORModel=CLIP, Quantization=None2026.03 | 40 | 27.46 | 0 | 94 | 100 |