/pitch-detector

Primary LanguagePython

Pitch Detector

Installation

Requirements:

  • pip
  • python 2.6+

You can install dependencies with Pip:

pip install -r requirements.txt

Running

python GenreDetector.py

Results

TBA

Development

  1. Simple multi-layer network, learning on a whole wave data from files - RAM overwhelmed
  2. Same network, working with running mean over wave data - RAM overwhelmed
  3. Same network, ran on partial wave data - wrong results, huge RAM usage
  4. Same network, learning from Fast Fourier Transform coefficients from wave data - RAM OK, wrong results (shorter datasets are filled with zeros)
  5. Convolutional network, running on FFT coefficients from wave data - RAM OK, wrong results (network03.v1.pickle)
  6. Same network, shuffled learning dataset (network03.v2.pickle)
  7. Same network, shuffled learning dataset (network03.v3.pickle, longer datasets are shrinked down to the shortest length)