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Drum Playing Style Recognition

The aim of this project is to listen to a sample of drum-only audio and classify it into one of the following playing styles:

  1. Funk
  2. Rock
  3. Hip Hop
  4. Jazz

Experiments with feature selection were conducted using mutual information and variance thresholding across the following features:

  • 13 MFCCs
  • Spectral Centroid
  • RMS
  • ZCR
  • Spectral Flux
  • Spectral Slope
  • Signal Energy
  • Signal Power

The selected features were used along with an SVM and Random Forest Classifier. The best results were obtained with a RF classifier and achieved a 70% f1-score

Further information can be found in this presentation: https://docs.google.com/presentation/d/1bN3nxbKmyQnnwesbFq6uc8viMM81O7geh7UHv1RIEmo/edit?usp=sharing

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