eldercrow commented on issue #7717: Subpixel convolution(state of art) 
implementation rather than using Deconvolution.
URL: 
https://github.com/apache/incubator-mxnet/issues/7717#issuecomment-329717925
 
 
   Seems that the error is from a concat layer, but the function above has no 
concat layer. I guess you did something wrong in cropping your feature map. 
 
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