Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Articles Article Faculty Publications -Articles Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Machine Transliteration of Handwritten MODI Script to Devanagari using Deep Neural Networks Subject The topic of the resource Calamari OCR; CRNN; Deep Neural Networks; Machine Transliteration; MODI script Description An account of the resource The transliteration process involves transcribing words from the source language into the target language that uses a different script. Language and scriptural hurdles can be overcome via transliteration systems. There is a demand for automated transliteration systems due to the existence of several languages and the growing number of multilingual speakers. This study focuses on the Machine Transliteration of handwritten MODI script to Devanagari. MODI script was the official script for Marathi till 1950. Although Devanagari has, since then, taken over as the Marathi languages official script, the MODI script has historical significance as large volumes of its manuscripts are preserved in libraries across different parts of India. However, MODI into Devanagari transliteration is a difficult task because MODI script documents are complex in nature and there is no standard dataset available for the experiment. Machine Transliteration can be approached either as a Natural Language Processing task or as a pattern recognition task. In this research work, the transliteration task is carried out using the pattern recognition technique. The transliteration of MODI script to Devanagari is implemented using Convolutional Recurrent Neural Network (CRNN) based Calamari OCR, which is open-source software. An accuracy of 88.14% is achieved in character level matching of each word in the MODI to Devanagari transliteration process. When considering the entire word matching, the accuracy achieved is 61%. Machine Transliteration of MODI script documents results in the retrieval of large repositories of knowledge from ancient MODI manuscripts. (2024), (Research Institute of Intelligent Computer Systems). All rights reserved. Creator An entity primarily responsible for making the resource Joseph S.; George J. Source A related resource from which the described resource is derived International Journal of Computing, Vol-23, No. 2, pp. 219-225. Publisher An entity responsible for making the resource available Research Institute of Intelligent Computer Systems Date A point or period of time associated with an event in the lifecycle of the resource 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.47839/ijc.23.2.3540" target="_blank" rel="noreferrer noopener">https://doi.org/10.47839/ijc.23.2.3540</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85198112575&amp;doi=10.47839%2Fijc.23.2.3540&amp;partnerID=40&amp;md5=ed628b7621e33c9b685b93388b5ef488" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85198112575&amp;doi=10.47839%2fijc.23.2.3540&amp;partnerID=40&amp;md5=ed628b7621e33c9b685b93388b5ef488</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 17276209 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Article Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Joseph S., Carmel College of Arts Science and Commerce for Women, Goa, India; George J., Christ University, Delhi NCR Campus, India