Backdoor Detoxification on MS-COCO EvilEdit
60.09FID (Clean)TNC-Detox
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TNC-Detoxvariant=full2026.02 | 60.09 | 44.36 | 4 | |
| TNC-Detoxvariant=all-step2026.02 | 76.52 | 48.14 | 10.2 | |
| TNC-Detoxvariant=naive2026.02 | 94.04 | 40.7 | 18.7 | |
| UCEdetoxification_method=baseline2026.02 | 116.13 | 112.4 | 0.6 | |
| Backdoored_modelstatus=baseline (no detoxification)2026.02 | 134.46 | 36.28 | 46.8 | |
| REFACTdetoxification_method=baseline2026.02 | 148.31 | 36.76 | 37.3 |