Find the Leak, Fix the Split: Cluster-Based Method to Prevent Leakage in Video-Derived Datasets
We propose a cluster-based frame selection strategy to mitigate information leakage in video-derived frames datasets. By grouping visually similar frames before splitting into training, validation, and test sets, the method produces more representative, balanced, and reliable dataset partitions.
692d30c74397b1ec214f6948
Noam Glazner
692d30c74397b1ec214f6949
Noam Tsfaty
692d30c74397b1ec214f694a
Sharon Shalev
692d30c74397b1ec214f694b
Avishai Weizman
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2025-12-02T08:49:42.415Z
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avishai
avishai111
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avishai111
Find the Leak, Fix the Split: Cluster-Based Method to Prevent Leakage in Video-Derived Datasets
We propose a cluster-based frame selection strategy to mitigate information leakage in video-derived frames datasets. By grouping visually similar frames before splitting into training, validation, and test sets, the method produces more representative, balanced, and reliable dataset partitions.
A cluster-based frame selection strategy groups visually similar frames to create more representative and balanced dataset partitions, reducing information leakage in video-derived frames datasets.
cluster-based frame selection information leakage video-derived frames datasets