Bangla number plate recognition from noisy video footage using deep learning

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2020.

Detalhes bibliográficos
Principais autores:	Chowdhury, Mahfuzur Rahman, Shahriar, MD. Muyeed, Meem, Esrat Jahan, Hossain, S.M.Faiyaz
Formato:	Tese
Idioma:	English
Publicado em:	Brac University 2021
Assuntos:	Deep learning Bangla number plate Noisy data Conservative Filter Wavelet denoising ﬁlter Primal-Dual Algorithm Autoencoding Haar-Cascade Contour based Edge Detection ANN Backpropagation Modiﬁed Non Local Mean Filter
Acesso em linha:	http://hdl.handle.net/10361/15322

id	10361-15322
record_format	dspace
spelling	10361-153222022-01-26T10:15:55Z Bangla number plate recognition from noisy video footage using deep learning Chowdhury, Mahfuzur Rahman Shahriar, MD. Muyeed Meem, Esrat Jahan Hossain, S.M.Faiyaz Deep learning Bangla number plate Noisy data Conservative Filter Wavelet denoising ﬁlter Primal-Dual Algorithm Autoencoding Haar-Cascade Contour based Edge Detection ANN Backpropagation ANN Backpropagation Modiﬁed Non Local Mean Filter This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2020. The automatic number plate recognition of a vehicle from noisy footage has become an important issue in Bangladesh. In Bangladesh, the number of vehicles is increasing at a very high frequency. Moreover, unlike the English number plate, the Bengali number plate consists of two line inputs. As the number is increasing the diﬃculty of identifying a vehicle is also increasing. There are multiple problems where number plate recognition is very necessary such as, in a crime scene, ﬁnding out a lost vehicle, identifying the guilty vehicle in a road accident, etc. The main challenge in this system is to predict the Bangla numbers from very noisy images. Most of the methods of identifying vehicles from noisy data are not as accurate as they should be. In order to reduce such noise, we applied a total of ten ﬁlter algorithms but among those four ﬁltration techniques gave us good results those are Conservative Filter, Wavelet denoising ﬁlter, Primal-Dual Algorithm, and Autoencoding. In order to detect the characters from the image ﬁles extracted from the camera footage, we used two detection algorithms. Those are Haar-Cascade and another one is Contour based Edge Detection algorithm. And to recognize the Bangla number characters from the bangla number plate we used ANN Backpropagation method. 2021-10-18T05:03:40Z 2021-10-18T05:03:40Z 2021-01 Thesis http://hdl.handle.net/10361/15322 en application/pdf Brac University
institution	Brac University
collection	Institutional Repository
language	English
topic	Deep learning Bangla number plate Noisy data Conservative Filter Wavelet denoising ﬁlter Primal-Dual Algorithm Autoencoding Haar-Cascade Contour based Edge Detection ANN Backpropagation ANN Backpropagation Modiﬁed Non Local Mean Filter
spellingShingle	Deep learning Bangla number plate Noisy data Conservative Filter Wavelet denoising ﬁlter Primal-Dual Algorithm Autoencoding Haar-Cascade Contour based Edge Detection ANN Backpropagation ANN Backpropagation Modiﬁed Non Local Mean Filter Chowdhury, Mahfuzur Rahman Shahriar, MD. Muyeed Meem, Esrat Jahan Hossain, S.M.Faiyaz Bangla number plate recognition from noisy video footage using deep learning
description	This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2020.
format	Thesis
author	Chowdhury, Mahfuzur Rahman Shahriar, MD. Muyeed Meem, Esrat Jahan Hossain, S.M.Faiyaz
author_facet	Chowdhury, Mahfuzur Rahman Shahriar, MD. Muyeed Meem, Esrat Jahan Hossain, S.M.Faiyaz
author_sort	Chowdhury, Mahfuzur Rahman
title	Bangla number plate recognition from noisy video footage using deep learning
title_short	Bangla number plate recognition from noisy video footage using deep learning
title_full	Bangla number plate recognition from noisy video footage using deep learning
title_fullStr	Bangla number plate recognition from noisy video footage using deep learning
title_full_unstemmed	Bangla number plate recognition from noisy video footage using deep learning
title_sort	bangla number plate recognition from noisy video footage using deep learning
publisher	Brac University
publishDate	2021
url	http://hdl.handle.net/10361/15322
work_keys_str_mv	AT chowdhurymahfuzurrahman banglanumberplaterecognitionfromnoisyvideofootageusingdeeplearning AT shahriarmdmuyeed banglanumberplaterecognitionfromnoisyvideofootageusingdeeplearning AT meemesratjahan banglanumberplaterecognitionfromnoisyvideofootageusingdeeplearning AT hossainsmfaiyaz banglanumberplaterecognitionfromnoisyvideofootageusingdeeplearning
_version_	1814308551092338688

Bangla number plate recognition from noisy video footage using deep learning

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