Adversarial Attack on LLaVA benchmark leaderboard · SOTA2 Research

Adversarial Attack on LLaVA

0.2427CLIP Similarity (RN-50)PNA + PathOut

Evaluation Results

Method	Links
PNA + PathOut2026.02		0.2427	0.4642	0.3063	0.3001	0.2633	0.3153	17.6
Clean2026.02		0.2421	0.4646	0.3061	0.2988	0.2637	0.3151	—
PNA2026.02		0.2417	0.4639	0.3049	0.2998	0.2616	0.3144	22.6
Schlarmann and Hein2026.02		0.2376	0.46	0.3011	0.2946	0.2563	0.3099	28.4
Cui et al.2026.02		0.2365	0.4584	0.2981	0.2925	0.253	0.3077	41.8
TGR2026.02		0.2364	0.4577	0.2986	0.2935	0.2527	0.3078	35.6
Attack-Bard2026.02		0.2354	0.4568	0.2964	0.2915	0.2498	0.306	38.4
VT-Attack2026.02		0.233	0.4544	0.2939	0.2892	0.2462	0.3033	46
SGMA2026.02		0.2282	0.4493	0.2873	0.2831	0.2376	0.2971	55.4