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README.md

ESC

Environmental Sound Classification Using Local Binary Pattern and Audio Features Collaboration. This code is referenced from https://github.com/ohinitoffa/esc/tree/main.

Dataset is from:

@data{DVN/YDEPUT_2015,
author = {Karol J. Piczak},
publisher = {Harvard Dataverse},
title = {{ESC: Dataset for Environmental Sound Classification}},
year = {2015},
version = {V2},
doi = {10.7910/DVN/YDEPUT},
url = {<https://doi.org/10.7910/DVN/YDEPUT}>
}

Structure

  1. Model training and evaluating
  2. Offline processing
  3. Inline processing

Classification Batches

  1. cry/laughter
  2. fan/motor/noise (low freq)
  3. TV, conversation (high freq)
  4. phone ring, door-bell
  5. traffic (police, firefighter, emergency, trash, normal)

Progress

Multiprocessing is so bugged so how.

Ideal Dataset Directory Structure

|--- dataset folder |--- category A |--- file A |--- category B |--- file B