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birdnet
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models
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changelog
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Introduction
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------------
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A Python library for identifying bird species by their sounds.
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The library is geared towards providing a robust workflow for ecological data analysis in bioacoustic projects. While it covers essential functionalities, it doesn’t include all the features found in BirdNET-Analyzer, which is available [here](https://github.com/birdnet-team/BirdNET-Analyzer). Some features might only be available in the BirdNET Analyzer and not in this package.
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The library is geared towards providing a robust workflow for ecological data analysis in bioacoustic projects. While it covers essential functionalities, it doesn’t include all the features found in BirdNET-Analyzer, which is available `here<https://github.com/birdnet-team/BirdNET-Analyzer>`__. Some features might only be available in the BirdNET Analyzer and not in this package.
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This project is under active development, so you might encounter changes that could affect your current workflow. We recommend checking for updates regularly.
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The package is also available as an R package at: [birdnetR](https://github.com/birdnet-team/birdnetR).
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The package is also available as an R package at: `birdnetR<https://github.com/birdnet-team/birdnetR>`__.
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Citing BirdNET-Analyzer
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-----------------------
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About
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Developed by the `K. Lisa Yang Center for Conservation Bioacoustics <https://www.birds.cornell.edu/ccb/>`_ at the `Cornell Lab of Ornithology <https://www.birds.cornell.edu/home>`_ in collaboration with `Chemnitz University of Technology <https://www.tu-chemnitz.de/index.html>`_.
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Developed by the `K. Lisa Yang Center for Conservation Bioacoustics <https://www.birds.cornell.edu/ccb/>`__ at the `Cornell Lab of Ornithology <https://www.birds.cornell.edu/home>`__ in collaboration with `Chemnitz University of Technology <https://www.tu-chemnitz.de/index.html.en>`__.
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Go to https://birdnet.cornell.edu to learn more about the project.
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Want to use BirdNET to analyze a large dataset? Don't hesitate to contact us: ccb-birdnet@cornell.edu
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We also have a discussion forum on `Reddit <https://www.reddit.com/r/BirdNET_Analyzer/>`_ if you have a general question or just want to chat.
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We also have a discussion forum on `Reddit <https://www.reddit.com/r/BirdNET_Analyzer/>`__ if you have a general question or just want to chat.
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Have a question, remark, or feature request? Please start a new issue thread to let us know. Feel free to submit a pull request.
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More tools and resources
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------------------------
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We also provide Python and R packages to interact with BirdNET models, as well as training and deployment tools for microcontrollers. Make sure to check out our other repositories at `https://github.com/birdnet-team <https://github.com/birdnet-team>`_.
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We also provide Python and R packages to interact with BirdNET models, as well as training and deployment tools for microcontrollers. Make sure to check out our other repositories at `https://github.com/birdnet-team <https://github.com/birdnet-team>`__.
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Projects map
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------------
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We have created an interactive map of projects that use BirdNET. If you are working on a project that uses BirdNET, please let us know and we can add your project to the map.
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You can access the map here: `Open projects map <https://birdnet-team.github.io/BirdNET-Analyzer/projects.html>`_
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You can access the map here: `Open projects map <https://birdnet-team.github.io/BirdNET-Analyzer/projects.html>`__
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Please refer to the `projects map documentation <usage/projects-map.html>`_ for more information on how to contribute.
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Please refer to the `projects map documentation <usage/projects-map.html>`__ for more information on how to contribute.
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License
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-------
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**Source Code**: The source code for this project is licensed under the `MIT License <https://opensource.org/licenses/MIT>`_
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**Source Code**: The source code for this project is licensed under the `MIT License <https://opensource.org/licenses/MIT>`__
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**Models**: The models used in this project are licensed under the `Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (CC BY-NC-SA 4.0) <https://creativecommons.org/licenses/by-nc-sa/4.0/>`_
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**Models**: The models used in this project are licensed under the `Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (CC BY-NC-SA 4.0) <https://creativecommons.org/licenses/by-nc-sa/4.0/>`__
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Please ensure you review and adhere to the specific license terms provided with each model.
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* both spectrograms have a final resolution of 96x511 pixels
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* raw audio will be normalized between -1 and 1 before spectrogram conversion
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* we use non-linear magnitude scaling as mentioned in `Schlüter 2018 <http://ceur-ws.org/Vol-2125/paper_181.pdf>`_
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* we use non-linear magnitude scaling as mentioned in `Schlüter 2018 <http://ceur-ws.org/Vol-2125/paper_181.pdf>`__
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* V2.4 uses an EfficienNetB0-like backbone with a final embedding size of 1024
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* See `this comment <https://github.com/birdnet-team/BirdNET-Analyzer/issues/177#issuecomment-1772538736>`_ for more details
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* See `this comment <https://github.com/birdnet-team/BirdNET-Analyzer/issues/177#issuecomment-1772538736>`__ for more details
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Geo model (species range model) V2.4 - V2, Jan 2024
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---------------------------------------
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* updated species range model based on eBird data
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* more accurate (spatial) species range prediction
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* slightly increased long-tail distribution in the temporal resolution
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* see `this discussion post <https://github.com/birdnet-team/BirdNET-Analyzer/discussions/234>`_ for more details
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* see `this discussion post <https://github.com/birdnet-team/BirdNET-Analyzer/discussions/234>`__ for more details
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Using older models
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------------------
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Older models are not supported in the current version of the package. If you need to use an older model, please refer to the `BirdNET-Analyzer repository <https://github.com/birdnet-team/BirdNET-Analyzer>`_.
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Older models are not supported in the current version of the package. If you need to use an older model, please refer to the `BirdNET-Analyzer repository <https://github.com/birdnet-team/BirdNET-Analyzer>`__.
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