Object Unlearning on Object-Parachute
4ESDText-only
Evaluation results
| Method | Links | |||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Text-onlyModality=Text2025.07 | 4 | 54 | 24 | 4 | 2 | 2 | 8 | 2 | 2 | 88 | 19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Text & R noiseModality=Text & Noise2025.07 | 4 | 48 | 22 | 2 | 4 | 0 | 10 | 2 | 2 | 60 | 15.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| P4D-KStrategy=P4D-K2025.07 | 6 | 40 | 24 | 2 | 4 | 14 | 72 | 18 | 20 | 96 | 29.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Image-onlyModality=Image2025.07 | 20 | 92 | 96 | 88 | 92 | 86 | 96 | 90 | 88 | 84 | 83.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WACE-NStrategy=WACE-N2025.07 | 30 | 84 | 46 | 10 | 10 | 6 | 26 | 4 | 6 | 88 | 31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| P4D-NStrategy=P4D-N2025.07 | 36 | 82 | 70 | 8 | 22 | 12 | 52 | 14 | 2 | 84 | 38.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UnlearnDiffAtk2025.07 | 56 | 100 | 94 | 14 | 36 | 34 | 92 | 42 | 30 | 100 | 59.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WACE-CStrategy=WACE-C2025.07 | 56 | 84 | 60 | 6 | 16 | 8 | 32 | 22 | 14 | 90 | 38.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CCE2025.07 | 74 | 92 | 72 | 48 | 54 | 34 | 52 | 52 | 38 | 88 | 60.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Text & ImageModality=Text & Image2025.07 | 94 | 98 | 88 | 52 | 72 | 48 | 50 | 60 | 32 | 98 | 69.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RECALLStrategy=Multi-modal2025.07 | 100 | 100 | 100 | 94 | 100 | 88 | 98 | 96 | 94 | 100 | 97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMA2026.03 | — | — | — | — | — | — | — | — | — | — | — | 44.44 | 24.28 | 13.33 | 24.2 | 6.66 | 21.89 | 64.44 | 26 | 6.66 | 23.96 | 100 | 27.27 | 39.25 | 24.6 | |
| REFORGE2026.03 | — | — | — | — | — | — | — | — | — | — | — | 93.33 | 26.93 | 71.11 | 25.93 | 57.77 | 24.16 | 91.11 | 27.75 | 11.11 | 20.45 | 97.77 | 27.33 | 70.36 | 25.43 | |
| Ring-A-Bell2026.03 | — | — | — | — | — | — | — | — | — | — | — | 26.66 | 21.08 | 20 | 21.53 | 2.22 | 17.84 | 64.44 | 25.6 | 17.77 | 18.87 | 100 | 24.34 | 38.51 | 21.54 | |
| SneakyPrompt2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0 | 0 | 4.44 | 22.41 | 0 | 0 | 24.44 | 23.68 | 6.66 | 19.89 | 68.88 | 24.73 | 17.4 | 15.12 | |
| Text2026.03 | — | — | — | — | — | — | — | — | — | — | — | 15.55 | 24.12 | 6.66 | 24.71 | 4.44 | 26.66 | 46.66 | 26.27 | 6.66 | 22.19 | 95.55 | 27.67 | 29.25 | 25.27 |