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Video Understanding on Video Understanding Benchmark

58AccuracyLiteFrame
47.18449.99252.855.608May 17, 2026

Evaluation results

MethodLinks
LiteFrameVision Params=87M, Tok./Frame=16, Frames=32, Total Tok.=512, Vis. (ms)=30.1, LLM (ms)=61.5, Total (ms)=91.92026.0558
VideoPandaVision Params=45M, Tok./Frame=272, Frames=32, Total Tok.=8704, Vis. (ms)=36.5, LLM (ms)=345.7, Total (ms)=382.42026.0549.2
FastVLMVision Params=125M, Tok./Frame=49, Frames=32, Total Tok.=1568, Vis. (ms)=98.3, LLM (ms)=132.9, Total (ms)=231.52026.0547.6