Instance Unlearning on CelebA-HQ
0.03SSCDEraseDiff
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| EraseDiffMode=Single Instance2026.03 | 0.03 | 0.74 | 61 | 80.7 | 87.8 | — | — | — | — | |
| NegGrad2025.09 | 0.14 | — | — | — | — | — | — | 6.93 | 424.62 | |
| Ours†Mode=Single Instance, Surrogate Data Sampling=Random2026.03 | 0.17 | 0.41 | 84 | 15.7 | 24.1 | — | — | — | — | |
| NegGradMode=Single Instance2026.03 | 0.18 | 1 | 34 | 223.5 | 226.1 | — | — | — | — | |
| OursMode=Single Instance2026.03 | 0.19 | 0.35 | 87 | 9.8 | 18 | — | — | — | — | |
| SISSMode=Single Instance2026.03 | 0.21 | 0.43 | 84 | 15.7 | 21.3 | — | — | — | — | |
| EraseDiff2025.09 | 0.33 | — | — | — | — | — | — | 2.59 | 113.15 | |
| ReTrack2025.09 | 0.41 | — | — | — | — | — | — | 1.51 | 21.26 | |
| SISS2025.09 | 0.5 | — | — | — | — | — | — | 1.44 | 22.02 | |
| Pretrained2025.09 | 0.88 | — | — | — | — | — | — | 1.29 | 17.99 | |
| Vanilla2025.09 | 0.89 | — | — | — | — | — | — | 1.28 | 22.2 | |
| EraseDiffMode=Multiple Instances2026.03 | — | 0.66 | 71 | 45.8 | — | 0.04 | 51.1 | — | — | |
| NegGradMode=Multiple Instances2026.03 | — | 0.96 | 7 | 415.4 | — | 0.14 | 410.8 | — | — | |
| OursMode=Multiple Instances2026.03 | — | 0.37 | 88 | 17.5 | — | 0.21 | 23.4 | — | — | |
| Ours†Mode=Multiple Instances, Surrogate Data Sampling=Random2026.03 | — | 0.36 | 80 | 13.9 | — | 0.16 | 27.2 | — | — | |
| SISSMode=Multiple Instances2026.03 | — | 0.51 | 81 | 26.8 | — | 0.22 | 31.5 | — | — |