Concept Erasure on I2P (I2P, MMA, Ring Metrics)
69.6I2P Success RateESD
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ESDBase Model=FLUX.1 Schnell2026.05 | 69.6 | 30.49 | 41.36 | 44.13 | 61.28 | 37.43 | 71.31 | 50.8 | |
| EraseAnythingBase Model=FLUX.1 Schnell2026.05 | 59.8 | 24.72 | 25.85 | 6.7 | 21.17 | 20.47 | 87.14 | 30.84 | |
| SD v1.42026.05 | 52 | — | — | — | — | — | — | — | |
| FLUXBase Model=FLUX.1 dev2026.05 | 44 | — | — | — | — | — | — | — | |
| DVEBase Model=FLUX.1 Schnell2026.05 | 33.39 | 37.01 | 29.01 | 25.42 | 26.46 | 11.69 | 32.79 | 27.97 | |
| UCEBase Model=FLUX.1 dev2026.05 | 30 | — | — | — | — | — | — | — | |
| UCE2026.05 | 24 | — | — | — | — | — | — | — | |
| ESDBase Model=FLUX.1 dev2026.05 | 23 | — | — | — | — | — | — | — | |
| OCEBase Model=FLUX.1 dev2026.05 | 23 | — | — | — | — | — | — | — | |
| RACE2026.05 | 23 | — | — | — | — | — | — | — | |
| EraseFlowBase Model=FLUX.1 dev2026.05 | 21 | — | — | — | — | — | — | — | |
| MACE2026.05 | 21 | — | — | — | — | — | — | — | |
| SPEEDAdversarial Attack/Training=false2026.05 | 20 | — | — | — | — | — | — | — | |
| RECE2026.05 | 14 | — | — | — | — | — | — | — | |
| Receler2026.05 | 13 | — | — | — | — | — | — | — | |
| OCEAdversarial Training=false2026.05 | 11 | — | — | — | — | — | — | — | |
| SPEEDAdversarial Attack/Training=true2026.05 | 10 | — | — | — | — | — | — | — | |
| FlowErase-RLBase Model=FLUX.1 Schnell2026.05 | 8.8 | 2.51 | 11.73 | 8.73 | 14.76 | 9.65 | 4.91 | 8.73 | |
| CPE2026.05 | 7 | — | — | — | — | — | — | — | |
| OCEAdversarial Training=true2026.05 | 5 | — | — | — | — | — | — | — | |
| AdvUnlearn2026.05 | 4 | — | — | — | — | — | — | — | |
| EraseFlow2026.05 | 4 | — | — | — | — | — | — | — | |
| STEREO2026.05 | 1 | — | — | — | — | — | — | — |