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Foundation models for bioacoustics – A comparative review
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DOI：10.1016/j.ecoinf.2026.103765.png)
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Abstract
En 中文
• Comprehensive review of bioacoustic foundation models. • Empirical comparison on BEANS and BirdSet benchmarks. • Perch 2.0 achieves highest BirdSet score and strongest linear probing on BEANS. • Attentive probing unlocks superior performance of transformer-based audio models.
Keywords:
Foundation models
Bioacoustics
Transfer learning
Self-supervised learning
Bird sound classification
Passive acoustic monitoring
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