System for character recognition in a digital image processing environment

A computer program product for character recognition in a digital image processing environment, 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;
• store the one or more features extracted from the one or more high resolution images in a feature repository;
• electronically receive a query from a computing device of the user, wherein the query is in a text format, wherein the query is associated with a first font;
• normalize the query by transforming the first font of the query to a second font;
• and
• generate the image of the query, wherein the query is associated with the second font.

A method for character recognition in a digital image processing environment, 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;
• storing the one or more features extracted from the one or more high resolution images in a feature repository;
• electronically receiving a query from a computing device of the user, wherein the query is in a text format, wherein the query is associated with a first font;
• normalizing the query by transforming the first font of the query to a second font;
• and
• generating the image of the query, wherein the query is associated with the second font.