Road sign detection and translation in Bangla using image processing and machine learning
This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2019.
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Brac University
2019
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| Online toegang: | http://hdl.handle.net/10361/12815 |
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10361-128152022-01-26T10:13:22Z Road sign detection and translation in Bangla using image processing and machine learning Islam, Khalid Amirul Mubin, Nadia Farha Zaman, Saima Alam, Md. Ashraful Department of Computer Science and Engineering, Brac University Sign detection Image processing Template matching Gray scaling images Translation Bangla/English Voice output Image processing--Digital techniques Machine learning This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2019. Cataloged from PDF version of thesis. Includes bibliographical references (pages 20-21). For the drivers while driving, road signs play very important role but it is really challenging for the drivers' if they are not at home with the meanings of the signs. Driving is a process which is complex, continuous, and multitasking that involves driver's perceptive ability and motor movements. Road and tra c signs and vehicle information is presented in such a manner that distracts driver's attention intensely with increased mental workload leading to safety concerns. Road sign recognition and translation system is basically a system for intelligent vehicle which guides the driver to obey the tra c rules. These are the tra c rules which are represented in a small pictorial form, erected at road sides. Our proposed work represents the process of recognizing the captured sign and then translate the detected sign in Bangla. Translation of an image is done by matching multiple images. We are presenting a system for detecting and recognizing the signs displayed around us and voice synthesizing their contents with an algorithm for detection and recognition of road sign using image processing and machine learning method. We have used a template matching algorithm to match the road signs with the database after recognizing road signs it will be translated in Bangla or English according to user preference and manufactured as voice output note. The detection, recognition and speech synthesis modules each will perform their respective tasks e ectively and e ciently, and the future advancement of the currently proposed system is promising. Khalid Amirul Islam Nadia Farha Mubin Saima Zaman B. Computer Science 2019-10-29T06:25:51Z 2019-10-29T06:25:51Z 2019 2019-08 Thesis ID 14301083 ID 15101127 ID 15101092 http://hdl.handle.net/10361/12815 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. 22 pages application/pdf Brac University |
| institution |
Brac University |
| collection |
Institutional Repository |
| language |
English |
| topic |
Sign detection Image processing Template matching Gray scaling images Translation Bangla/English Voice output Image processing--Digital techniques Machine learning |
| spellingShingle |
Sign detection Image processing Template matching Gray scaling images Translation Bangla/English Voice output Image processing--Digital techniques Machine learning Islam, Khalid Amirul Mubin, Nadia Farha Zaman, Saima Road sign detection and translation in Bangla using image processing and machine learning |
| description |
This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2019. |
| author2 |
Alam, Md. Ashraful |
| author_facet |
Alam, Md. Ashraful Islam, Khalid Amirul Mubin, Nadia Farha Zaman, Saima |
| format |
Thesis |
| author |
Islam, Khalid Amirul Mubin, Nadia Farha Zaman, Saima |
| author_sort |
Islam, Khalid Amirul |
| title |
Road sign detection and translation in Bangla using image processing and machine learning |
| title_short |
Road sign detection and translation in Bangla using image processing and machine learning |
| title_full |
Road sign detection and translation in Bangla using image processing and machine learning |
| title_fullStr |
Road sign detection and translation in Bangla using image processing and machine learning |
| title_full_unstemmed |
Road sign detection and translation in Bangla using image processing and machine learning |
| title_sort |
road sign detection and translation in bangla using image processing and machine learning |
| publisher |
Brac University |
| publishDate |
2019 |
| url |
http://hdl.handle.net/10361/12815 |
| work_keys_str_mv |
AT islamkhalidamirul roadsigndetectionandtranslationinbanglausingimageprocessingandmachinelearning AT mubinnadiafarha roadsigndetectionandtranslationinbanglausingimageprocessingandmachinelearning AT zamansaima roadsigndetectionandtranslationinbanglausingimageprocessingandmachinelearning |
| _version_ |
1814308221971595264 |