Scientists from Queen Mary University of London used recordings of individual birds and of dawn choruses to identify characteristics of bird sounds.
It took advantage of large datasets of sound recordings provided by the British Library Sound Archive, and online sources such as the Dutch archive called Xeno Canto.
The researchers' approach combines feature-learning - an automatic analysis technique - and a classification algorithm, to create a system that can distinguish between which birds are present in a large dataset.
"Birdsong has a lot in common with human language, even though it evolved separately. For example, many songbirds go through similar stages of vocal learning as we do, as they grow up, which makes them interesting to study.
"From them we can understand more about how human language evolved and social organisation in animal groups," said Stowell.
The system was regarded as the best-performing audio only classifier, and placed second overall out of entries from 10 research groups in the competition.
The researchers hope to drill down into more detail for their next project.
"I'm working on techniques that can transcribe all the bird sounds in an audio scene: not just who is talking, but when, in response to whom, and what relationships are reflected in the sound, for example who is dominating the conversation," Stowell said.
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