A multi-source reliability framework for transfer learning improves bird species recognition under sparse positive labels, but gains are modest and often not statistically significant.
BirdCLEF-Only Models We first establish a set of BirdCLEF-only baselines that use no ex- ternal transfer data
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Transfer Learning for Avian Bioacoustics under Sparse Positive Labels
A multi-source reliability framework for transfer learning improves bird species recognition under sparse positive labels, but gains are modest and often not statistically significant.