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ResearchFormerly WizWand

Video Understanding on MVBench, EgoSchema, NExT-QA, and VideoMME Aggregate

56.4Aggregate ScoreLLaVA-OneVision
46.5249.08551.6554.215Apr 2, 2026
Updated 7mo ago

Evaluation results

MethodLinks
LLaVA-OneVisionRelative token budget=100%, Prefilling FLOPs (T)=40.8, FLOPs Ratio=100%2026.0456.4100
HieraVidRelative token budget=30%, Prefilling FLOPs (T)=10.7, FLOPs Ratio=26.3%2026.0456.199.3
FramefusionRelative token budget=30%, Prefilling FLOPs (T)=10.6, FLOPs Ratio=25.9%2026.0455.698.6
HieraVidRelative token budget=20%, Prefilling FLOPs (T)=7.5, FLOPs Ratio=18.5%2026.0455.297.8
PruneVidRelative token budget=30%, Prefilling FLOPs (T)=10.6, FLOPs Ratio=25.9%2026.0454.997.2
FramefusionRelative token budget=20%, Prefilling FLOPs (T)=6.9, FLOPs Ratio=16.9%2026.0454.296.1
FastVRelative token budget=30%, Prefilling FLOPs (T)=12.7, FLOPs Ratio=31.2%2026.0453.995.5
PruMergeRelative token budget=30%, Prefilling FLOPs (T)=10.6, FLOPs Ratio=25.9%2026.0453.895.3
PruneVidRelative token budget=20%, Prefilling FLOPs (T)=6.9, FLOPs Ratio=16.9%2026.0453.694.9
HieraVidRelative token budget=10%, Prefilling FLOPs (T)=3.8, FLOPs Ratio=9.3%2026.0453.594.8
PruneVidRelative token budget=10%, Prefilling FLOPs (T)=4.3, FLOPs Ratio=10.6%2026.0452.392.7
FramefusionRelative token budget=10%, Prefilling FLOPs (T)=3.4, FLOPs Ratio=8.4%2026.045292.1
PruMergeRelative token budget=20%, Prefilling FLOPs (T)=6.9, FLOPs Ratio=16.9%2026.0451.691.4
FastVRelative token budget=20%, Prefilling FLOPs (T)=9.3, FLOPs Ratio=22.8%2026.0451.591.2
StreamingLLMRelative token budget=30%, Prefilling FLOPs (T)=30.6, FLOPs Ratio=75%2026.0451.190.6
PruMergeRelative token budget=10%, Prefilling FLOPs (T)=3.4, FLOPs Ratio=8.3%2026.0449.287.2
FastVRelative token budget=10%, Prefilling FLOPs (T)=6.037, FLOPs Ratio=14.8%2026.0449.187
StreamingLLMRelative token budget=20%, Prefilling FLOPs (T)=29.5, FLOPs Ratio=72.3%2026.0448.686.2
StreamingLLMRelative token budget=10%, Prefilling FLOPs (T)=26.9, FLOPs Ratio=65.9%2026.0446.983.2