Matrix Factorized Neural Network for Source Separation

Kuan-Ting Kuo       2016.8

Download

Download the source code on github

https://github.com/NCTUMLlab/Kuan-Kung-Ting

Running Environment

Our OS is Windows 7 64 bits
The computer has CPU of Intel(R) Core(TM) i7-2600 @3.40 GHz and memory of 20G RAM.
Use MATLAB 2012b

References

  1.  DeepLearnToolbox-NN(folder): a matlab toolbox for deep neural network.
    (https://github.com/rasmusbergpalm/DeepLearnToolbox/tree/master/NN)
    [Academic thesis 2012][Rasmus Berg Palm]Prediction as a candidate for learning deep hierarchical models of data

 

Demo

 Speech separation on TIMIT dataset.

  Test set 1
Sound    
  mixed signal Plays    

NN
separated speech 1 Plays    
separated speech 2 Plays    

MFNN
separated speech 1 Plays    
separated speech 2 Plays    
       Test set 2  Sound    
    mixed signal  Plays    

NN
separated speech 1 Plays    
separated speech 2 Plays    

MFNN
separated speech 1 Plays    
separated speech 2 Plays