Vinoground: Scrutinizing LMMs over Dense Temporal Reasoning with Short Videos
Paper • 2410.02763 • Published • 7
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Video pair classification dataset from Vinoground (Zhang et al., 2024).
Each row contains two video clips (video1, video2) and a binary label indicating whether they depict the same action category. Vinoground contains temporal counterfactual pairs — videos that share the same objects but differ in action ordering (e.g. 'dog chases cat' vs 'cat chases dog').
Source: HanSolo9682/Vinoground — 1000 clips, 2000 balanced pairs generated from major categories.