Class-wise Forgetting on Generation on CIFAR-10 1.0 (test)
0Automobile FID (O)Retrain
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RetrainBackbone=DDPM2026.03 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 145,601.4 | |
| RetrainBackbone=SPM2026.03 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 90,935.9 | |
| SPMBackbone=SPM2026.03 | 1.97 | 0.1 | 0.38 | 1.85 | 0.04 | 0.5 | 1.8 | 0.04 | 0.08 | 1.9 | 0.08 | 0.29 | 1.97 | 0.06 | 0.4 | 1 | |
| SalUnBackbone=DDPM2026.03 | 6.3 | 0.2 | 10.02 | 6.88 | 1.38 | 9.45 | 6.93 | 0 | 9.3 | 6.11 | 0.58 | 10.7 | 3.59 | 0.7 | 10.3 | 493.2 | |
| SFR-onBackbone=DDPM2026.03 | 25.69 | 0 | 9.49 | 41.68 | 7.38 | 7.6 | 41.3 | 0.2 | 8.01 | 91.48 | 0.02 | 9.93 | 42.7 | 0.1 | 10.46 | 23.8 | |
| SABackbone=DDPM2026.03 | 31 | 0 | 12.35 | 32.54 | 14.18 | 10.5 | 32.03 | 8.6 | 11.11 | 477.61 | 0.02 | 11.13 | 35.79 | 0.1 | 18.89 | 18,711 |