Systematic empirical comparison of temporal context placement across backbone, PEFT modules, and probes for low-resource video task adaptation on appearance, motion, and dense tasks.
Severe++: Evaluating benchmark sensitivity in generalization of video representation learning.arXiv preprint arXiv:2504.05706, 2025
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Where Do We (Not) Need Temporal Context in Low-Resource Video Task Adaptation?
Systematic empirical comparison of temporal context placement across backbone, PEFT modules, and probes for low-resource video task adaptation on appearance, motion, and dense tasks.