Image Captioning on Image Captioning Target Gemini-2.5 Soft Criterion
79Accuracy Score Rate (ASR)CoTTA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CoTTASurrogate=Ensemble2026.03 | 79 | 0.429 | |
| M-AttackSurrogate=Ensemble2026.03 | 71 | 0.281 | |
| FOA-AttackSurrogate=Ensemble2026.03 | 71 | 0.291 | |
| Agent-AttackSurrogate=Ensemble2026.03 | 7 | 0.039 | |
| AnyAttackSurrogate=Ensemble2026.03 | 2 | 0.01 | |
| AttackVLMSurrogate=B/162026.03 | 0 | 0 | |
| AttackVLMSurrogate=B/322026.03 | 0 | 0.002 | |
| AttackVLMSurrogate=Laion2026.03 | 0 | 2 |