Adversarial Detection on Offline Adversarial Dataset
80True Positives (TP)RemoveMA
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| RemoveMAInput=Image+Text, Agent=Single Agent2026.04 | 80 | 324 | 57 | 12 | 19.8 | 86.96 | 32.26 | |
| MAP-VConfiguration=Full Pipeline2026.04 | 80 | 52 | 329 | 12 | 60.61 | 86.96 | 71.43 | |
| Text-only LLM2026.04 | 68 | 202 | 179 | 24 | 25.19 | 73.91 | 37.57 | |
| Keyword Matching2026.04 | 19 | 63 | 318 | 73 | 23.17 | 20.65 | 21.84 | |
| RemoveImageDescription=MAP-V w/o Image2026.04 | 13 | 6 | 375 | 79 | 68.42 | 14.13 | 23.42 |