Embodiments of the invention are directed to systems, methods, and computer program products for approaching less spatial resolution documents with parameterized and evolution linear units and momentum-driven SGD to accelerate the training phase of the system further by transformation of electronic documents by low-resolution intelligent up-sampling. An up-sampling layer is integrated with dots-per-inch (DPI) to validate whether the desirable output is obtained.