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.
Fsd50k: an open dataset of human-labeled sound events.IEEE/ACM Transactions on Audio, Speech, and Language Processing, 30:829–852
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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.