End to end Bangla handwritten and scene text detection using convolutional neural network

Cataloged from PDF version of thesis report.

Bibliografiske detaljer
Main Authors:	Mahal, Somania Nur, Abir, B M, Bakhtiar, Fahim
Andre forfattere:	Chakrabarty, Amitabha
Format:	Thesis
Sprog:	English
Udgivet:	BRAC University 2018
Fag:	Text detection Neural network Real-world data Natural image Nontext blocks
Online adgang:	http://hdl.handle.net/10361/9032

id	10361-9032
record_format	dspace
spelling	10361-90322022-01-26T10:18:13Z End to end Bangla handwritten and scene text detection using convolutional neural network Mahal, Somania Nur Abir, B M Bakhtiar, Fahim Chakrabarty, Amitabha Islam, Md Saiful Department of Computer Science and Engineering, BRAC University Text detection Neural network Real-world data Natural image Nontext blocks Cataloged from PDF version of thesis report. Includes bibliographical references (pages 27-28). This thesis report is submitted in partial fulfilment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2017. Handwritten text detection from a natural image has a large set of difficulties. A systematic approach that can automatically recognise text from handwriting, printed books, road signs and also classifies text and nontext blocks from natural image has many significant applications. For instance, visual assistance for visually impaired people, image understanding, classification of text in image, implementing autonomous navigation system. Recent development of deep learning approach has strong capabilities to extract high level feature from a kernel(patch) of an Image. In this thesis we will demonstrate an alternate approach that integrates a multilayer convolutional neural network (CNN) with supervised feature learning .This approach allows a higher recall rate for the text in an image and thus increases the overall performances of the system. And we have used these methodologies to create a learning model using synthetic and real-world data that is capable to process bangla and english handwritten and scene text in natural image. Somania Nur Mahal B M Abir Fahim Bakhtiar B. Computer Science and Engineering 2018-01-11T09:56:17Z 2018-01-11T09:56:17Z 2017 8/21/2017 Thesis ID 13301124 ID 12201022 ID 16341028 http://hdl.handle.net/10361/9032 en BRAC University theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. 28 pages application/pdf BRAC University
institution	Brac University
collection	Institutional Repository
language	English
topic	Text detection Neural network Real-world data Natural image Nontext blocks
spellingShingle	Text detection Neural network Real-world data Natural image Nontext blocks Mahal, Somania Nur Abir, B M Bakhtiar, Fahim End to end Bangla handwritten and scene text detection using convolutional neural network
description	Cataloged from PDF version of thesis report.
author2	Chakrabarty, Amitabha
author_facet	Chakrabarty, Amitabha Mahal, Somania Nur Abir, B M Bakhtiar, Fahim
format	Thesis
author	Mahal, Somania Nur Abir, B M Bakhtiar, Fahim
author_sort	Mahal, Somania Nur
title	End to end Bangla handwritten and scene text detection using convolutional neural network
title_short	End to end Bangla handwritten and scene text detection using convolutional neural network
title_full	End to end Bangla handwritten and scene text detection using convolutional neural network
title_fullStr	End to end Bangla handwritten and scene text detection using convolutional neural network
title_full_unstemmed	End to end Bangla handwritten and scene text detection using convolutional neural network
title_sort	end to end bangla handwritten and scene text detection using convolutional neural network
publisher	BRAC University
publishDate	2018
url	http://hdl.handle.net/10361/9032
work_keys_str_mv	AT mahalsomanianur endtoendbanglahandwrittenandscenetextdetectionusingconvolutionalneuralnetwork AT abirbm endtoendbanglahandwrittenandscenetextdetectionusingconvolutionalneuralnetwork AT bakhtiarfahim endtoendbanglahandwrittenandscenetextdetectionusingconvolutionalneuralnetwork
_version_	1814308669819453440

End to end Bangla handwritten and scene text detection using convolutional neural network

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