Image Classification on CIFAR-10 BLIP-2 benchmark leaderboard · SOTA2 Research

Image Classification on CIFAR-10 BLIP-2

0.2402CLIP Similarity (RN-50)Clean

Evaluation Results

Method	Links
Clean2026.02		0.2402	0.4689	0.3038	0.2984	0.2585	0.314	—
PNA + PathOut2026.02		0.2372	0.465	0.2989	0.2952	0.2545	0.3102	17.6
PNA2026.02		0.2365	0.4648	0.298	0.2943	0.2543	0.3096	21.9
TGR2026.02		0.2354	0.4623	0.2961	0.2933	0.2499	0.3074	23.4
Cui et al.2026.02		0.2335	0.4606	0.2957	0.2913	0.2478	0.3058	26.8
Attack-Bard2026.02		0.233	0.4606	0.2941	0.29	0.2455	0.3047	26
VT-Attack2026.02		0.2286	0.4567	0.2907	0.2862	0.2409	0.3006	27.6
SGMA2026.02		0.2256	0.4536	0.2857	0.2833	0.2356	0.2968	38.6
Schlarmann and Hein2026.02		0.1795	0.4087	0.2339	0.2338	0.1758	0.2463	84.4