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Benchmarks
Image Captioning on Image Captioning Target: GPT-4o, Soft Criterion
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81
ASR
CoTTA
-3.24
18.63
40.5
62.37
Mar 31, 2026
ASR
Average Similarity
Updated 18d ago
Evaluation Results
Method
Method
Links
ASR
Average Similarity
CoTTA
Surrogate=Ensemble
2026.03
81
44.2
FOA-Attack
Surrogate=Ensemble
2026.03
47
23.2
M-Attack
Surrogate=Ensemble
2026.03
43
19.9
Agent-Attack
Surrogate=Ensemble
2026.03
10
5.8
AttackVLM
Surrogate=B/32
2026.03
1
0.5
AttackVLM
Surrogate=B/16
2026.03
0
0.2
AttackVLM
Surrogate=Laion
2026.03
0
0.2
AnyAttack
Surrogate=Ensemble
2026.03
0
1.2
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