Skip to content

soundclim/chorus_experiments

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

71 Commits
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Chorus: Machine listening to monitor climate change impacts on neotropical amphibians

Repository with several machine learning models to detect species on audio data using the AnuraSet. Models experiments include CNN from scratch, classic classifiers as linear and ensemble models using audio features and wavelets, and CCN pre-trained. We also frame the problem as binary and multi-class.

Installation instructions

  1. Install Conda

  2. Create environment and install requirements

conda create -n chorus_env python=3.8 -y
conda activate chorus_env
pip install -r requirements.txt
  1. Download the AnuraSet

Acknowledgments

The authors acknowledge financial support from the intergovernmental Group on Earth Observations (GEO) and Microsoft, under the GEO-Microsoft Planetary Computer Programme (October 2021).

Contact

About

No description, website, or topics provided.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published