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Video Understanding on MMWorld (test)

33.3ScoreFSR
29.86830.75931.6532.541Feb 5, 2026

Evaluation results

MethodLinks
FSRReduction Ratio=80%, Frames=322026.0233.398.2
HoloVReduction Ratio=80%, Frames=322026.0232.998
FSRReduction Ratio=70%, Frames=322026.0231.698.9
HoloVReduction Ratio=50%, Frames=322026.0231.599.2
FSRReduction Ratio=50%, Frames=322026.0231.1100.3
FSRReduction Ratio=60%, Frames=322026.0231.199.6
HoloVReduction Ratio=70%, Frames=322026.023198.2
HoloVReduction Ratio=60%, Frames=322026.0230.898.5
LLaVA-Video-7B-qwen2Reduction Ratio=100%, Frames=322026.0230100