johnmartinsson / soundscape-analysis

A repository for soundscape analysis using machine learning.

Soundscape analysis

A repository for soundscape analysis using machine learning.

Feel free to update the README with other useful sources along the way!

I Just added some generic training code I have used before in run.py and utils.py, it is incomplete, and not necessarily the way to go.

Datasets

• SoundData

Data Augmentation

• Scaper
• audiomentations

Useful Python libraries

• librosa
• torchlibrosa
• torchaudio

Interesting challenges

• Detection and classification of acoustic scenes and events
• Few-shot bioacoustic event detection

Interesting papers

• Sound Event Detection: A Tutorial
• Ecoacoustics: acoustic sensing for biodiversity monitoring at scale
• Few-shot sound event detection
• Active Learning for Sound Event Detection

Names in the field

• Mark D. Plumbley
  • working on general machine listening methods
• Toumas Virtanen
  • working on general machine listening methods
• Dan Stowell
  • working on machine listening methods for bioacoustics
• Yo Wang
  • PhD candidate who seems to focus on few-shot learning for sound