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Implement new Fish Sound detector on Orcasound data #159

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veirs opened this issue Aug 23, 2024 · 0 comments
Open

Implement new Fish Sound detector on Orcasound data #159

veirs opened this issue Aug 23, 2024 · 0 comments
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2024-hackathon Goals or issues for the 2024 annual Microsoft hackathon enhancement New feature or request inference system Code to perform inference with the trained model(s)

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veirs commented Aug 23, 2024

A new open source convolutional neural network (CNN) has been developed by Mouy et. al. (2024) to identify fish sounds. The authors compared a random forest classifier (45 time and frequency features) with a CNN that utilizes the Ketos CNN package and found the CNN outperformed the RF classifier. These systems were trained on labeled recordings made in our local (Canadian) waters. A detailed guide to this detector is online including a tutorial on how to setup the python environment and run the CNN model..

Applying the CNN model to Orcasound archive data and/or to real-time data would be a significant enhancement to the Orcasound universe of projects.


@veirs veirs added enhancement New feature or request inference system Code to perform inference with the trained model(s) 2024-hackathon Goals or issues for the 2024 annual Microsoft hackathon labels Aug 23, 2024
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Labels
2024-hackathon Goals or issues for the 2024 annual Microsoft hackathon enhancement New feature or request inference system Code to perform inference with the trained model(s)
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