# Improving learning-based birdsong classification by utilizing combined audio augmentation strategies

> Research article (Ecological Informatics, 2024) · cited 13× · AI/ML

**Wikidata**: [openalex:W4400037768](https://www.wikidata.org/wiki/openalex:W4400037768)  
**Source**: https://4ort.xyz/entity/improving-learning-based-birdsong-classification-by-utilizing-combined-audio-augmentation-strategies