Adversarial Attack on Qwen VL 2.5 benchmark leaderboard · SOTA2 Research

Adversarial Attack on Qwen VL 2.5

0.2578CLIP Similarity (RN-50)Clean

Evaluation Results

Method	Links
Clean2026.02		0.2578	0.4843	0.3197	0.313	0.2702	0.329	—
PNA + PathOut2026.02		0.2554	0.481	0.3159	0.3103	0.266	0.3257	19
TGR2026.02		0.2546	0.4802	0.3149	0.3095	0.2624	0.3243	24
PNA2026.02		0.2533	0.4787	0.3131	0.308	0.2623	0.3231	22.6
Cui et al.2026.02		0.253	0.4789	0.3135	0.3079	0.262	0.3231	24.2
Attack-Bard2026.02		0.2524	0.4788	0.3129	0.3066	0.2607	0.3223	25
Schlarmann and Hein2026.02		0.2523	0.4783	0.3134	0.3075	0.2619	0.3227	26.8
VT-Attack2026.02		0.2497	0.4762	0.3105	0.3052	0.2571	0.3197	31.4
SGMA2026.02		0.2481	0.4738	0.307	0.3019	0.254	0.3169	39