Utility Preservation on MS-COCO 10K
21.32FIDFlux.1 [dev]
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Flux.1 [dev]Base Model=Flux.1 [dev]2026.05 | 21.32 | 30.87 | |
| EraseAnythingBase Model=Flux.1 [dev]2026.05 | 21.75 | 30.24 | |
| EAPBase Model=Flux.1 [dev]2026.05 | 22.3 | 29.86 | |
| CABase Model=Flux.1 [dev], Method variant=Model2026.05 | 22.66 | 29.05 | |
| Meta-UnlearnBase Model=Flux.1 [dev]2026.05 | 22.69 | 29.91 | |
| CABase Model=Flux.1 [dev], Method variant=Noise2026.05 | 23.07 | 28.73 | |
| ESDBase Model=Flux.1 [dev]2026.05 | 23.08 | 28.44 | |
| MACEBase Model=Flux.1 [dev]2026.05 | 24.15 | 29.52 | |
| Z-Image Turbo2026.03 | 26.33 | 31.47 | |
| Z-Image Turbo2026.03 | 26.33 | 31.47 | |
| Meta-Unlearning2026.03 | 27.36 | 31.08 | |
| Z-Erase2026.03 | 27.62 | 31.17 | |
| Minimalist CE2026.03 | 27.82 | 30.06 | |
| Z-Erase2026.03 | 27.83 | 30.06 | |
| EraseAnything2026.03 | 27.86 | 29.65 | |
| EAP2026.03 | 28.3 | 30.15 | |
| MACE2026.03 | 29.63 | 29.86 | |
| UCEBase Model=Flux.1 [dev]2026.05 | 30.71 | 24.56 | |
| MACE2026.03 | 30.79 | 30.17 | |
| BARRIERBase Model=Flux.1 [dev]2026.05 | 31.3 | 25.68 | |
| ACapproach=Model-Based2026.03 | 31.85 | 28.22 | |
| ACapproach=Noise-Based2026.03 | 32.46 | 27.93 | |
| AC (Model-Based)2026.03 | 32.47 | 29.89 | |
| DiT Localization2026.03 | 32.65 | 27.12 | |
| AC (Noise-Based)2026.03 | 33.12 | 28.73 | |
| ESD-x2026.03 | 33.15 | 27.41 | |
| ESD-x2026.03 | 33.79 | 27.48 | |
| ESD-u2026.03 | 34.06 | 26.95 | |
| ESD-u2026.03 | 34.22 | 26.8 | |
| UCE2026.03 | 36.02 | 27.02 | |
| DiT-Localization2026.03 | 43.27 | 26.76 | |
| UCE2026.03 | 52.28 | 23.7 |