An intelligent approach for robust detection and recognition of multiple color and font styles automobiles license plates: A feature-based algorithm

This paper presents a robust real time feature based algorithm for localization and recognition of multiple color and font style license plates. The algorithm uses digitized license plate images for robust detection and recognition. The resolution of the captured image is adjusted and the brightness...

Full description

Saved in:
Bibliographic Details
Published in2014 International Conference on Audio, Language and Image Processing pp. 956 - 961
Main Authors Bhutta, M. Usman Maqbool, Mahmood, Hasan, Malik, Hafiz
Format Conference Proceeding
LanguageEnglish
Published IEEE 01.07.2014
Subjects
Online AccessGet full text
ISBN9781479939022
1479939021
DOI10.1109/ICALIP.2014.7009936

Cover

Abstract This paper presents a robust real time feature based algorithm for localization and recognition of multiple color and font style license plates. The algorithm uses digitized license plate images for robust detection and recognition. The resolution of the captured image is adjusted and the brightness and contrast are set to appropriate levels. An optimal threshold is applied to detect white regions of the enhanced image. The algorithm uses segmentation and component labeling to create candidate regions intelligently. For localization of the license plate, features of each region are extracted and analyzed by rectangularity percentage of the automobile's license plate. The use of color filter renders the algorithm more robust on license plate localization. Moreover, we use HSV color space to find the specific color regions. After localization of license plate in small sized image, the proposed algorithm uses rapid intelligent method for localization of license plate form the original image. The localized license plate image is cropped and processed by the recognition algorithm. Each character's region is identified by using segmentation algorithm based on the profile which includes character dilation and resizing for subsequent operations. In this paper, correlation optical character recognition and multi-layer perception neural networks techniques are used for recognizing the characters. The performance of the proposed algorithm is acceptable even in low-quality or bad light images.
AbstractList This paper presents a robust real time feature based algorithm for localization and recognition of multiple color and font style license plates. The algorithm uses digitized license plate images for robust detection and recognition. The resolution of the captured image is adjusted and the brightness and contrast are set to appropriate levels. An optimal threshold is applied to detect white regions of the enhanced image. The algorithm uses segmentation and component labeling to create candidate regions intelligently. For localization of the license plate, features of each region are extracted and analyzed by rectangularity percentage of the automobile's license plate. The use of color filter renders the algorithm more robust on license plate localization. Moreover, we use HSV color space to find the specific color regions. After localization of license plate in small sized image, the proposed algorithm uses rapid intelligent method for localization of license plate form the original image. The localized license plate image is cropped and processed by the recognition algorithm. Each character's region is identified by using segmentation algorithm based on the profile which includes character dilation and resizing for subsequent operations. In this paper, correlation optical character recognition and multi-layer perception neural networks techniques are used for recognizing the characters. The performance of the proposed algorithm is acceptable even in low-quality or bad light images.
Author Bhutta, M. Usman Maqbool
Mahmood, Hasan
Malik, Hafiz
Author_xml – sequence: 1
  givenname: M. Usman Maqbool
  surname: Bhutta
  fullname: Bhutta, M. Usman Maqbool
  email: usmanmaqbool@outlook.com
  organization: Dept. of Electron., Quaid-i-Azam Univ., Islamabad, Pakistan
– sequence: 2
  givenname: Hasan
  surname: Mahmood
  fullname: Mahmood, Hasan
  email: hasan@qau.edu.pk
  organization: Dept. of Electron., Quaid-i-Azam Univ., Islamabad, Pakistan
– sequence: 3
  givenname: Hafiz
  surname: Malik
  fullname: Malik, Hafiz
  email: hafiz@umich.edu
  organization: Dept. of Electr. & Comput. Eng., Univ. of Michigan-Dearborn, Dearborn, MI, USA
BookMark eNpVkM1OwzAQhI2AA5Q-QS9-gRQ7ThObW1XxU6kSHHqvNs66teTYke0c-h48MCn0wmnnk2ZGmn0kdz54JGTB2ZJzpp63m_Vu-7UsGa-WDWNKifqGzFUjedVMoBhf3f7jsnwg32tPrc_onD2izxSGIQbQJ2pCpDG0Y8q0w4w62-Ap-I5G1OHo7S8HQ_vRZTs4pDq4KXJxmDAVpXx2mCiMOfShtRftrEafkA4OMqYXuqYGIY8RixYSdhTcMUSbT_0TuTfgEs6vd0b2b6_7zUex-3y_rCysYrmoa90qJpu2AsVRlyCZEFBjU3VdpUSpJYBcyVKAWoHpxCQMR6iNaVAakGJGFn-1FhEPQ7Q9xPPh-jrxA7-nank
ContentType Conference Proceeding
DBID 6IE
6IL
CBEJK
RIE
RIL
DOI 10.1109/ICALIP.2014.7009936
DatabaseName IEEE Electronic Library (IEL) Conference Proceedings
IEEE Xplore POP ALL
IEEE Xplore All Conference Proceedings
IEEE Xplorer
IEEE Proceedings Order Plans (POP All) 1998-Present
DatabaseTitleList
Database_xml – sequence: 1
  dbid: RIE
  name: IEEE Electronic Library (IEL)
  url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
EISBN 9781479939015
9781479939039
147993903X
1479939013
EndPage 961
ExternalDocumentID 7009936
Genre orig-research
GroupedDBID 6IE
6IL
CBEJK
RIE
RIL
ID FETCH-LOGICAL-i90t-66cb9087b4a91ec2a8033a6e74dd4932c8aa85823a95afd323af1ea6ff7e8fa83
IEDL.DBID RIE
ISBN 9781479939022
1479939021
IngestDate Wed Jun 26 19:23:43 EDT 2024
IsPeerReviewed false
IsScholarly false
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-i90t-66cb9087b4a91ec2a8033a6e74dd4932c8aa85823a95afd323af1ea6ff7e8fa83
PageCount 6
ParticipantIDs ieee_primary_7009936
PublicationCentury 2000
PublicationDate 2014-July
PublicationDateYYYYMMDD 2014-07-01
PublicationDate_xml – month: 07
  year: 2014
  text: 2014-July
PublicationDecade 2010
PublicationTitle 2014 International Conference on Audio, Language and Image Processing
PublicationTitleAbbrev ICALIP
PublicationYear 2014
Publisher IEEE
Publisher_xml – name: IEEE
Score 1.5673112
Snippet This paper presents a robust real time feature based algorithm for localization and recognition of multiple color and font style license plates. The algorithm...
SourceID ieee
SourceType Publisher
StartPage 956
SubjectTerms Correlation
Feature extraction
Image color analysis
Image segmentation
Licenses
Neural networks
Vehicles
Title An intelligent approach for robust detection and recognition of multiple color and font styles automobiles license plates: A feature-based algorithm
URI https://ieeexplore.ieee.org/document/7009936
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjZ3PT8IwFMcb4ORJDRh_5x08Ohhs6zpvxEjQBMMBE27kdW2VCBvZuoP-Hf7BtmPDH_HgrW22pWmX977Zvu9TQq64x6kFkTk0wIHjo1AOd7lyAiNFBGfUhAdbjTx5pOMn_2EezBvkelcLI6UszWeya5vlv3yRxoX9VNYLrZ7xaJM0Q0a_1WqFZjQyyapGOFX9QUUZ6rtRz8IF7qfWyuV3q8f8OE-lTCejfTKpJ7J1kbx2C8278fsvRuN_Z3pAOl-FezDdpaRD0pBJm3wME1juyJsaaow4GL0KWcqLXIOQuvRkJYCJgJ2ryPRTBbXpECzhOiuvsLXckOu3lcwBC52uU7607ZWJO0kuYbOyGvYGhqBkiQ51bLoUgKvnNFvql3WHzEZ3s9uxUx3G4CwjVzuUxjxyWch9jPoyHiBzPQ-pDH0hfKMBY4bIAjbwMApQCc80VF8iVSqUTCHzjkgrSRN5TADRiDwTVVVs5Jvi5s4giC1VXiLGUcBOSNsu6GKzxW0sqrU8_Xv4jOzZTd06aM9JS2eFvDA6QfPL8gX5BAJrwJM
linkProvider IEEE
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjZ27TsMwFIYtKANMgCjizhkYSUkb23HYEAKVSyuGIrFVx7ENFW1Stc4Az8EDY6dpuYiBzbaSyLKjc34l__lMyImMJPcgsoAzbAUUlQlkKE3AnBRRUnAXHnw1cqfL24_09ok9LZHTRS2M1ro0n-mGb5b_8lWeFv5T2Vns9UzEl8kKo5Syb9VasRtPXLqaQ5yqfqviDDXD5MzjBW4evJmLNqoH_ThRpUwo1-ukM5_KzEfy2iisbKTvvyiN_53rBql_le7BwyIpbZIlnW2Rj4sMBgv2poU5SBycYoVJLoupBaVt6crKADMFC1-R6-cG5rZD8IzrSXmFr-aGqX0b6ilgYfNRLge-PXSRJ5tqGA-9ij2HCzC6hIcGPmEqwOFzPhnYl1Gd9K6vepftoDqOIRgkoQ04T2USilhSTJo6baEIowi5jqlS1KnAVCAKJloRJgyNilzDNDVyY2ItDIpom9SyPNM7BBCdzHNx1aROwBnp7mQs9Vx5jZgmTOySLb-g_fEMuNGv1nLv7-Fjstrude779zfdu32y5jd45qc9IDU7KfShUw1WHpUvyyc-2cPg
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&rft.genre=proceeding&rft.title=2014+International+Conference+on+Audio%2C+Language+and+Image+Processing&rft.atitle=An+intelligent+approach+for+robust+detection+and+recognition+of+multiple+color+and+font+styles+automobiles+license+plates%3A+A+feature-based+algorithm&rft.au=Bhutta%2C+M.+Usman+Maqbool&rft.au=Mahmood%2C+Hasan&rft.au=Malik%2C+Hafiz&rft.date=2014-07-01&rft.pub=IEEE&rft.isbn=9781479939022&rft.spage=956&rft.epage=961&rft_id=info:doi/10.1109%2FICALIP.2014.7009936&rft.externalDocID=7009936
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=9781479939022/lc.gif&client=summon&freeimage=true
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=9781479939022/mc.gif&client=summon&freeimage=true
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=9781479939022/sc.gif&client=summon&freeimage=true