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Bird classification using acoustic is nowadays rock solid. There are mobile application such as Merlin Bird ID or BirdNET. There is also a solution using a Raspberry PI to continuously detect and classify birds.
The only drawback is the licensing of the models and tools which are under CC-NC so itβs not actually an open source license. The paper below describes the technique using DNN and FFT.
π https://github.com/mcguirepr89/BirdNET-Pi
π Paper https://www.sciencedirect.com/science/article/pii/S1574954121000273
and now wondering how to do bat classification using a similar technique.