Adversarial Figure Manipulation Detection on PaperGuard Visual Attacks
93.5AccuracyChunk-based
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Chunk-basedRetrieval Type=image-chunk query against a database of known visual attack patterns2026.06 | 93.5 | 90.32 | 10 | 9.68 | |
| Embedding Classifier2026.06 | 72.5 | 0 | 10 | 1 | |
| LLM-as-a-Judge2026.06 | 35.6 | 90 | 100 | 10 |