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Handwritten test recognition for Sinhala language (Online)

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dc.contributor.author Hansi, Dananjana Welivita
dc.date.accessioned 2022-02-25T07:38:23Z
dc.date.available 2022-02-25T07:38:23Z
dc.date.issued 2021
dc.identifier.citation Hansi Dananjana Welivita (2021) Handwritten test recognition for Sinhala language (Online). MSc. Dissertation Informatics Institute of Technology en_US
dc.identifier.issn 2018009
dc.identifier.uri http://dlib.iit.ac.lk/xmlui/handle/123456789/766
dc.description.abstract Sinhala is the official language of Sri Lanka which is widely used in the island. The Sinhala language comprises of an alphabet as well as spoken language. Sinhala has its own digital fonts where it is used in electronic devices widely. Yet, most of the documents need to be filled in the native language, many Sri Lankas prefer to use handwriting to get the tasks done. There are many attempts that had taken to find a viable solution I terms of digitizing the Sinhala HTR but in online approach it is very low. This research aims on Online based handwriting approach, by studying other similar systems to come up with the best performing algorithm and an implemented prototype application to support the research. The research is focused to design and develop a SVC model backed by the implementation to yield the best performance and accuracy in the real time HTR process. The final output of this research component was a SVC based application and a documentation to recognize the handwriting real-time. The model resulted in 83.2% system generated accuracy. en_US
dc.language.iso en en_US
dc.subject Machine Learning en_US
dc.subject SVC en_US
dc.subject Online Sinhala Text Recognition en_US
dc.subject Deep Learning en_US
dc.subject Handwriting Text Recognition en_US
dc.subject Support Vector Classifier en_US
dc.title Handwritten test recognition for Sinhala language (Online) en_US
dc.type Thesis en_US


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