Skip to content

ariel415el/SoundEventDetection-Pytorch

Repository files navigation

Train and evaluation of sound-event detector.

Train a CNN detector:

Train 2d CNN on wavesound spectogram image or a 1d CNN on raw sound wave samples

  • run main.py

Train an SVM detector:

Train an SVM on Spectogram columns or frames of raw sound wave samples

  • run main.py

Requirements

  • soundfile
  • librosa

Credits

Sound event detection example

This image is an evaluation of a detector working on the spectogram domain:

  • Top: A spectogram of 60s sound file.
  • Middle: Event prediction for each frame (temporal segment of sound wave). Confidence values from 0 to 1.
  • Bottom: Event ground-truth for each frame. Confidence values from 0 to 1.

About

Detect specific type of sound in audio signals

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages