{"product_id":"bhavesh-chakurbhai-kataria-optical-character-recognition-of-sanskrit-manuscripts-using-convolution-neural-networks-9789999321716","title":"Optical Character Recognition of Sanskrit Manuscripts using Convolution Neural Networks","description":"Optical Character Recognition of Sanskrit Manuscripts Using Convolution Neural Networks delves into the cutting-edge application of deep learning for deciphering Sanskrit manuscripts written in Devanagari script. Tackling one of the most challenging tasks in OCR-recognizing Sanskrit's intricate characters and symbols-this work presents a robust system designed to enhance recognition accuracy for scanned text images.By employing advanced architectures such as Convolutional Neural Networks (CNN), Long Short-Term Memory (LSTM), and Bidirectional LSTM, alongside traditional classifiers like k-Nearest Neighbors (KNN) and Support Vector Machines (SVM), the research achieves remarkable accuracy rates. Beyond single-touching characters, it innovatively addresses overlapping lines, connected letters, and half-characters, providing solutions to limitations in existing systems.With a peak recognition accuracy of 98.64% for mixed Sanskrit text, this study is a vital contribution to the preservation and digitization of ancient literature. It opens new doors to computational linguistics, ensuring Sanskrit's cultural heritage thrives in the digital age.","brand":"Eliva Press","offers":[{"title":"Default Title","offer_id":53753466224982,"sku":null,"price":0.0,"currency_code":"EUR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0925\/5829\/5382\/files\/product_image_9789999321716_1.jpg?v=1781794373","url":"https:\/\/www.momoxbooks.com\/products\/bhavesh-chakurbhai-kataria-optical-character-recognition-of-sanskrit-manuscripts-using-convolution-neural-networks-9789999321716","provider":"momoxbooks","version":"1.0","type":"link"}