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Improving Scene Text Recognition for Indian Languages with Transfer Learning and Font Diversity
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In: Journal of Imaging; Volume 8; Issue 4; Pages: 86 (2022)
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DHARMA Transliteration Guide
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In: https://hal.archives-ouvertes.fr/halshs-02272407 ; 2020 (2020)
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Chinese transcriptions of Indic terms in the translations of Ān Shìgāo 安世高 and Lokakṣema 支婁迦讖 ...
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Chinese transcriptions of Indic terms in the translations of Ān Shìgāo 安世高 and Lokakṣema 支婁迦讖 ...
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TEXT EXTRACTION FROM IMAGES USING NEURAL NETWORKS
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Abstract:
Most western languages have witnessed the power of Artificial Intelligence (AI) in one other form. Primary fact for this achievement is due to the efforts of several researchers contributing to the field of computational linguistics. However, there are many languages in the World which has a great history and abundant literature but not many research activities due to many factors such as lack of motivation, non- availability of open-source corpora and so on. Telugu is one such language where there is a lack of efforts towards the digitization of language. The focus of this research is to extract text from the images to produce corpora for enabling computational linguistics and also to conserve the literature. Deep Learning with Neural Networks has proven solutions in the same domain.Optical Character Recognition is the solution adopted by western languages for digitization. However the same cannot be applied towards Telugu due to the complexity of scripts and the ambiguity in dialects. To address this issue, in this research we built a neural network system that can be adapted later for any such languages like Telugu. By adapting neural networks in this research we achieved an efficiency of 90 percent. Segmentation of characters is taken care by neural networks while we only specified the segmentation on word level. A comparative study of the system we developed and commercial API's is made and our system is proven to be more accurate.
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Keyword:
Indic Scripts; Neural networks (Computer science); OCR; Programming languages (Electronic computers); Text Extraction
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URL: http://hdl.handle.net/10342/7630
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| 6 |
Scribes and the Vocation of Politics in the Maratha Empire, 1708-1818
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| 7 |
The Corpus of Inscriptions in the Old Malay Language
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In: Writing for Eternity: A Survey of Epigraphy in Southeast Asia ; https://hal.archives-ouvertes.fr/hal-01920769 ; Daniel Perret. Writing for Eternity: A Survey of Epigraphy in Southeast Asia, 30, École française d'Extrême-Orient, pp.275-283, 2018, Études thématiques (2018)
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Scribes and the Vocation of Politics in the Maratha Empire, 1708-1818 ...
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| 10 |
Development of Multilingual Resource Management Mechanisms for Libraries
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In: Library Philosophy and Practice (e-journal) (2018)
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| 13 |
Why Did the Buddhists Adopt Sanskrit?
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In: Open Linguistics, Vol 3, Iss 1, Pp 308-326 (2017) (2017)
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| 14 |
Merchants, scholars and languages: the circulation of linguistic knowledge in the context of the Dutch United East India Company (VOC)
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Pytlowany, Anna; Van Hal, Toon. - : Paris : Société d'Histoire et d'Épistémologie des Sciences du Langage, 2016. : PERSÉE : Université de Lyon, CNRS & ENS de Lyon, 2016
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| 15 |
Code-switching between structural and sociolinguistic perspectives ...
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| 16 |
Code-switching between structural and sociolinguistic perspectives ...
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| 17 |
Komplexe Wortstrukturen: Komposition, Inkorporation, Polysynthese ...
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| 18 |
Mapping the Chronology of Bhakti: Milestones, Stepping Stones, and Stumbling Stones
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Gillet, Valérie. - : HAL CCSD, 2014. : Institut Français de Pondichéry, 2014. : École Française d'Extrême-Orient, 2014
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In: https://halshs.archives-ouvertes.fr/halshs-02512040 ; Valérie Gillet. Institut Français de Pondichéry; École Française d'Extrême-Orient, 2014, Collection Indologie 124, 978-2-85539-138-0 ; https://publications.efeo.fr/fr/livres/819_mapping-the-chronology-of-bhakti-milestones-stepping-stones-and-stumbling-stones (2014)
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Language change in a multiple contact setting: The case of Sarnami (Suriname) ...
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Language change in a multiple contact setting: The case of Sarnami (Suriname) ...
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