I am getting nearly 99% accuracy by training from the top layer of the 
network. I am training using synthetic data; and the evaluation is done the 
same type of data. 

But, the result is not extending to actually scanned documents. On the 
scanned documents, I am getting lower accuracy, unfortunately. 

 So, it looks like training using synthetic data is actually not that 
productive approach.  


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