Unconditional Image Unlearning on CelebA-HQ (test)
19.61FID-10KNaive deletion
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Naive deletionDenoising step (t)=2502025.10 | 19.61 | 0.874 | 60.7 | 6.118 | — | |
| Naive deletionDenoising step (t)=5002025.10 | 19.61 | 0.726 | 64.1 | 6.077 | — | |
| DPO (Base)Denoising step (t)=2502025.10 | 20.58 | 0.369 | 40.4 | 5.128 | — | |
| DPO (Base)Denoising step (t)=5002025.10 | 20.58 | 0.313 | 45.9 | 5.058 | — | |
| DPO (+ Ours)Denoising step (t)=2502025.10 | 21.15 | 0.344 | 33.2 | 5.614 | 6.78 | |
| DPO (+ Ours)Denoising step (t)=5002025.10 | 21.15 | 0.292 | 39.3 | 6.138 | 6.71 | |
| SISS (Base)Denoising step (t)=2502025.10 | 23.42 | 0.336 | 43 | 4.094 | — | |
| SISS (Base)Denoising step (t)=5002025.10 | 23.42 | 0.299 | 50.1 | 4.845 | — | |
| KTO (Base)Denoising step (t)=2502025.10 | 23.48 | 0.363 | 36.6 | 5.355 | — | |
| KTO (Base)Denoising step (t)=5002025.10 | 23.48 | 0.289 | 44.2 | 5.879 | — | |
| KTO (+ Ours)Denoising step (t)=2502025.10 | 23.58 | 0.373 | 34 | 5.47 | -2.75 | |
| KTO (+ Ours)Denoising step (t)=5002025.10 | 23.58 | 0.28 | 37.7 | 6.274 | 3.11 | |
| SISS (+ Ours)Denoising step (t)=2502025.10 | 23.65 | 0.345 | 34.9 | 5.52 | -2.68 | |
| SISS (+ Ours)Denoising step (t)=5002025.10 | 23.65 | 0.282 | 39.9 | 6.095 | 5.69 | |
| Pre-trainedDenoising step (t)=2502025.10 | 30.3 | 1.257 | — | — | — | |
| EraseDiffDenoising step (t)=2502025.10 | 117.81 | 0.133 | 55.1 | 3.702 | — | |
| EraseDiffDenoising step (t)=5002025.10 | 117.81 | 0.096 | 51.7 | 4.359 | — | |
| GA (Base)Denoising step (t)=2502025.10 | 359.79 | 0.131 | 54.8 | 3.079 | — | |
| GA (Base)Denoising step (t)=5002025.10 | 359.79 | 0.002 | 78.3 | 3.47 | — | |
| GA (+ Ours)Denoising step (t)=2502025.10 | 375.18 | 0.113 | 49.9 | 3.699 | 13.74 | |
| GA (+ Ours)Denoising step (t)=5002025.10 | 375.18 | 0.062 | 60 | 4.577 | -3 |