chowkamlee81 commented on issue #7717: Subpixel convolution(state of art) 
implementation rather than using Deconvolution.
URL: 
https://github.com/apache/incubator-mxnet/issues/7717#issuecomment-329711401
 
 
   @eldercrow , kindly suggest for this dense upsampling operation.
   
   My i/p is 1024x48x64
   My o/p required is 19*768*1024.
   
   Hence i did conv to produce (19*16*16)*48*64. Here upsampling factor is 16, 
num_classes=19
   Through your technique i got 19*768*1024 which is desired. But iam getting 
error during training. 
   **Kindly suggest**
 
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