Find the Leak, Fix the Split: Cluster-Based Method to Prevent Leakage in Video-Derived Datasets

Noam Glazner, Noam Tsfaty, Sharon Shalev, avishai

Find the Leak, Fix the Split: Cluster-Based Method to Prevent Leakage in Video-Derived Datasets: 1 upvotes on Hugging Face Daily Papers, #29 of 32 papers on 2025-12-01. Day-by-day upvote history.

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.

Paper page on Hugging Face · arXiv

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