Backdoor Detoxification on MS-COCO Average across attacks
47.99FID (Clean)TNC-Detox
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TNC-Detoxvariant=full2026.02 | 47.99 | 42.4 | 1.5 | |
| TNC-Detoxvariant=all-step2026.02 | 57.65 | 43.48 | 29.7 | |
| TNC-Detoxvariant=naive2026.02 | 65.64 | 42.01 | 39.2 | |
| REFACTdetoxification_method=baseline2026.02 | 98.01 | 43.02 | 48.5 | |
| UCEdetoxification_method=baseline2026.02 | 99.79 | 90.21 | 23.2 | |
| Backdoored_modelstatus=baseline (no detoxification)2026.02 | 106.07 | 42.89 | 84.9 |