Backdoor Defense (Multimodal) on CC3M 60K subset 1.0 (test)
64.03Clean Accuracy (CA)Platonic Defense
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Platonic DefenseEvaluation protocol=zero-shot, Attack=Average (Backdoor attacks on image-text encoders)2026.06 | 64.03 | 54.8 | 95 | 0 | |
| DecompEvaluation protocol=zero-shot, Attack=Average (Backdoor attacks on image-text encoders)2026.06 | 53.34 | 4.69 | 72 | 80.79 | |
| No DefenseEvaluation protocol=zero-shot, Attack=Average (Backdoor attacks on image-text encoders)2026.06 | 52.13 | 0.4 | — | 98.8 | |
| ZIPEvaluation protocol=zero-shot, Attack=Average (Backdoor attacks on image-text encoders)2026.06 | 41.97 | 10.44 | — | 51.8 | |
| DeDeEvaluation protocol=zero-shot, Attack=Average (Backdoor attacks on image-text encoders)2026.06 | 15.6 | 1.2 | 69 | 16.4 | |
| BeatrixEvaluation protocol=zero-shot, Attack=Average (Backdoor attacks on image-text encoders)2026.06 | — | — | 59 | — | |
| DetectCLIPEvaluation protocol=zero-shot, Attack=Average (Backdoor attacks on image-text encoders)2026.06 | — | — | 100 | — |