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Multimodal Understanding on lmms-eval Zero-Shot Suite (MME, VQA^T, POPE, RWQA, MMB, MMS)

72.6Average ScoreFourier-Qwen2.5-VL-3B
65.42467.28769.1571.013Aug 8, 2025

Evaluation results

MethodLinks
Fourier-Qwen2.5-VL-3BModel Series=Qwen2.5-VL-3B, Method=Fourier-, Average vision tokens (#I)=2362025.0872.62,110.876.187.864.376.855.3
Qwen2.5-VL-3BModel Series=Qwen2.5-VL-3B, Method=Vanilla, Average vision tokens (#I)=5532025.0871.12,138.377.687.259.677.856.2
Qwen2-VL-2BModel Series=Qwen2-VL-2B, Method=Vanilla, Average vision tokens (#I)=5532025.0866.81,894.478.286.161.472.344.2
Fourier-Qwen2-VL-2BModel Series=Qwen2-VL-2B, Method=Fourier-, Average vision tokens (#I)=2362025.0865.71,917.175.486.561.672.643.3