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C-OMP-for-Audio-Declipping

The project comprise the following

  • .ipynb file implementing Gabor dictionnary and Constrained OMP algorithm enabling sparse representation of clipped time series. The notebook also runs the experiments leading to the results presented in the report
  • A processed_sounds folder, containing : - a speech folder : 50 ten secondes speech, sampling frequency = 16kHz - a music folder : 5 recordings per instrument, including cello, violin, piano or accoustic guitar (8 instruments).
  • A results folder containing the SNRm and SDR of different instruments' singnals
  • A large_inpainting folder containing the inpainted wav files of larger signals (use of OLA and C-OMP).

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