In yet another aspect, a computer program product for character recognition in a digital image processing environment is presented. The computer program product comprising a non-transitory computer-readable medium comprising code causing a first apparatus to: electronically retrieve one or more documents from a document repository, wherein the one or more documents are in an image format; initiate one or more image super resolution algorithms on the one or more documents; generate, based on at least the one or more image super resolution algorithms, one or more high-resolution images associated with each of the one or more documents; initiate one or more image bottleneck ensembles (IBE) algorithms on the one or more high-resolution images; extract, using the one or more IBE algorithms, one or more features associated with the one or more high resolution images; and store the one or more features extracted from the one or more high resolution images in a feature repository.
In yet another aspect, a method for character recognition in a digital image processing environment is presented. The method comprising: electronically retrieving one or more documents from a document repository, wherein the one or more documents are in an image format; initiating one or more image super resolution algorithms on the one or more documents; generating, based on at least the one or more image super resolution algorithms, one or more high-resolution images associated with each of the one or more documents; initiating one or more image bottleneck ensembles (IBE) algorithms on the one or more high-resolution images; extracting, using the one or more IBE algorithms, one or more features associated with the one or more high resolution images; and storing the one or more features extracted from the one or more high resolution images in a feature repository.