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License License: CC BY-NC-SA 4.0

Deep_Learning_Spectrogram_Gestures

Detecting patterns from Mel-Spectrograms extracted from gestural excercices perfomed by expert violinists.

We used:

  • Python '3.6.8'
  • TensorFlow '2.0.0'
  • NumPy '1.17.4'
  • Scikit-learn '0.23.1'
  • Pyquaternion '0.9.5'.

Music Score

8 Gestures were recorded by professional violinist and students in the Royal College of Music in London.

Spectrogram Shapes

Confusion Matrix

This is the final confusion matrix report from the model CNN_LSTM with a filter size 64.

Licence

The code is released under the Apache License, Version 2.0 The IMU sensor samples are released under Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0) license.

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Mel-spectrogram analysis of music gestural data

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