System and method for machine translation of text

A translation device for machine translation of text, the translation device comprising:

• a processor;
• and
• a memory communicatively coupled to the processor, wherein the memory stores processor instructions, which, on execution, causes the processor to:
• process an image comprising a text to generate a pattern associated with the text based on a trained Convolution Neural Network (CNN), wherein the text is in a source language;
• map the pattern to a word in a mapping table and at least one text attribute, based on a classifier network, wherein the word is in a target language;
• initiate an Optical Character Recognition (OCR) conversion for the pattern, when at least one of the mapping between at least one of the pattern and at least one word in the mapping table and the mapping between the pattern and the at least one text attribute is below a predefined threshold;
• and
• perform incremental learning for the trained CNN and the classifier network based on the OCR conversion.

A non-transitory computer-readable storage medium having stored thereon, a set of computer-executable instructions causing a computer comprising one or more processors to perform steps comprising:

• processing, by a translation device, an image comprising a text to generate a pattern associated with the text based on a trained Convolution Neural Network (CNN), wherein the text is in a source language;
• mapping, by the translation device, the pattern to a word in a mapping table and at least one text attribute, based on a classifier network, wherein the word is in a target language;
• initiating, by the translation device, an Optical Character Recognition (OCR) conversion for the pattern, when at least one of the mapping between at least one of the pattern and at least one word in the mapping table and the mapping between the pattern and the at least one text attribute is below a predefined threshold;
• and
• performing, by the translation device, incremental learning for the trained CNN and the classifier network based on the OCR conversion.