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Video Question Answering on HourVideo

35.3AccuracyMMViR
19.28423.44227.631.758Jan 9, 2026

Evaluation results

MethodLinks
MMViRModality=Text+Image, Structure=Multi-grained, Segmentation Type=Clip-based Segmentation, Avg. Time (min)=36.82026.0135.3
MMViR (w/o img)Modality=Text, Structure=Multi-grained, Segmentation Type=Clip-based Segmentation, Avg. Time (min)=36.02026.0133.6
MMViRModality=Text+Image, Structure=Multi-grained, Segmentation Type=Kernel Temporal Segmentation, Avg. Time (min)=33.92026.0130.5
VideoRecap (2024)Modality=Text, Structure=Multi-grained, Avg. Time (min)=67.52026.0129.5
MMViR (w/o text)Modality=Image, Structure=Fine-grained, Segmentation Type=Clip-based Segmentation, Avg. Time (min)=0.82026.0128.7
MMViR (w/o text)Modality=Image, Structure=Fine-grained, Segmentation Type=Kernel Temporal Segmentation, Avg. Time (min)=0.82026.0128.2
Hourvideo (2024)Modality=Text, Structure=Fine-grained, Avg. Time (min)=3.82026.0127.5
RandomModality=Image, Structure=Global2026.0126.6
UniformModality=Image, Structure=Global2026.0126.4
MMViR (w/o img)Modality=Text, Structure=Multi-grained, Segmentation Type=Kernel Temporal Segmentation, Avg. Time (min)=33.12026.0125.2
MovieChat (2024)Modality=Image, Structure=Global, Avg. Time (min)=158.42026.0119.9