Xiaolin Liu
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126
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Vision×1AI×1
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2026
Moment-Video: Diagnosing Temporal Fidelity of Video MLLMs on Momentary Visual Events
The paper introduces Moment-Video, a new benchmark that diagnoses the ability of video MLLMs to understand brief, critical visual events, revealing that current models struggle significantly with temporal fidelity.
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Papers
cs.CVcs.AIRecentJun 1, 2026
Moment-Video: Diagnosing Temporal Fidelity of Video MLLMs on Momentary Visual Events
Xiaolin Liu, Yilun Zhu, Xiangyu Zhao, Xuehui Wang +8 more
The paper introduces Moment-Video, a new benchmark that diagnoses the ability of video MLLMs to understand brief, critical visual events, revealing that current models struggle significantly with temp…
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