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-329710361
 
 
   Hai Eldercrow, ihave incorporated your suggestions for sub-pixel dense 
upsampling operation rather than deconvolution.
   In jupyter notebook, iam able to visualize the dimension of network 
graphically. It is working perfectly but when i given this symbol for training 
throws an exception below.
   Kindly suggest 
   **" src/operator/./crop-inl.h:139: Check failed: param_.offset[1] <= 
data_shape[3]-out_shape[3] (8 vs. 0) offset[1] should be less than the residual 
space of width"**
 
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