In moderate-sized fine-grained bioacoustics, pretraining scale of masked autoencoders on diverse general audio dominates over domain-specific objectives or data curation for transfer performance.
Pervasive human-driven decline of life on earth points to the need for transformative change.Science, 366(6471):eaax3100
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Masked Autoencoders with Limited Data: Does It Work? A Fine-Grained Bioacoustics Case Study
In moderate-sized fine-grained bioacoustics, pretraining scale of masked autoencoders on diverse general audio dominates over domain-specific objectives or data curation for transfer performance.