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DNN-SpeechEnhancement

Use TensorFlow to implement a DNN-based speech enhancement system, which refers to the paper below:

[1] Xu Y, Du J, Dai L R, et al. A regression approach to speech enhancement based on deep neural networks[J]. IEEE/ACM Transactions on Audio Speech & Language Processing, 2015, 23(1):7-19.


Only the traning script is provided here.

Procedure:

  • 1 Prepare you data in the form of mat format.

  • 2 Use this script to train NN. The result will be saved in mat format.

  • 3 In enhancement stage, just do what [1] did.

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  • Python 67.5%
  • MATLAB 32.5%