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Showing 1 to 1 of 1 for “"data efficiency; dataset curation"”.

  1. EFFICIENT DATA CURATION AND UTILIZATION FOR DEEP LEARNING

    … methods to improve the training and construction efficiency of large-scale vision datasets, aiming to reduce computational and annotation costs. We propose InfoBatch, an unbiased dynamic data pruning framework that losslessly accelerates training and saves 20–40% of computation across diverse …

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