System and method to recognise characters from an image

A system to recognise one or more characters from at least one image comprising:

• one or more processors;
• an image receiving module operable by the one or more processors, and configured to receive the at least one image representative of a document;
• a pre-processing module operable by the one or more processors, and configured to pre-process the at least one image to reduce noise and enhance one or more parameters associated with image quality;
• a feature extraction module operable by the one or more processors, and configured to:
• extract a plurality of characters from the corresponding at least one image using a character recognition technique;
• extract at least one structure from the corresponding at least one image upon applying an edge detection technique to extract an X co-ordinate and a Y co-ordinate associated to the corresponding at least one structure, wherein the at least one structure is a representative of the document;
• and
• identify a template based on at least one extracted structure upon comparing the template with a plurality of pre-stored templates stored in a database;
• a character accuracy detection module operable by the one or more processors, and configured to:
• subject the plurality of characters into a plurality of ensemble artificial intelligence (AI) models to extract one of a plurality of texts, a plurality of non-textual data and a combination thereof, from a plurality of extracted characters from each of the plurality of ensemble artificial intelligence (AI) models;
• compare a plurality of extracted texts, a plurality of extracted non-textual data, or a combination thereof, from the corresponding plurality of ensemble artificial intelligence (AI) models with each other to generate a plurality of accurate texts, a plurality of accurate non-textual data, or a combination thereof;
• and
• generate a confidence score for each of the plurality of accurate texts, each of the plurality of accurate non-textual data or a combination thereof;
• and
• a character validation module operable by the one or more processors, and configured to validate one of the plurality of accurate texts, the plurality of accurate non-textual data, or a combination thereof, generated upon comparison based on the confidence score upon receiving insights by a user to recognise the one or more characters from the corresponding at least one image.