Image Captioning on Image Captioning Hard Criterion GPT-4o
74ASRCoTTA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CoTTASurrogate=Ensemble2026.03 | 74 | 0.339 | |
| FOA-AttackSurrogate=Ensemble2026.03 | 42 | 0.17 | |
| M-AttackSurrogate=Ensemble2026.03 | 32 | 0.121 | |
| Agent-AttackSurrogate=Ensemble2026.03 | 3 | 0.017 | |
| AttackVLMSurrogate=B/162026.03 | 0 | 0 | |
| AttackVLMSurrogate=B/322026.03 | 0 | 0 | |
| AttackVLMSurrogate=Laion2026.03 | 0 | 0 | |
| AnyAttackSurrogate=Ensemble2026.03 | 0 | 0 |