Backdoor Defense on LC25000 (test)
98.7Clean AccuracyPoisoned Victim Model
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Poisoned Victim ModelScenario=Baselines, Role=Victim, Backbone=ResNet2026.01 | 98.7 | 9,830 | |
| Poisoned QuiltNet audit -> VictimScenario=Direct Auditing, Role=Defense2026.01 | 96.4 | 9,840 | |
| Trust Chain (Step 2: Sanitized QuiltNet audit -> Victim)Scenario=Trust Chain (Ours), Role=Final Defense2026.01 | 95.8 | 450 | |
| CLIP audit -> VictimScenario=Direct Auditing, Role=Defense2026.01 | 87.9 | 350 | |
| Trust Chain (Step 1: CLIP audit -> QuiltNet)Scenario=Trust Chain (Ours), Role=Intermediate2026.01 | 79.2 | 320 | |
| Untrusted Domain VLM (QuiltNet)Scenario=Baselines, Role=Auditor2026.01 | 75.2 | 9,810 | |
| Trusted Universal VLM (CLIP)Scenario=Baselines, Role=Auditor2026.01 | 53.7 | 60 |