Automatic license plate recognition
Automatic license plate recognition (LPR) plays an important role in numerous applications and a number of techniques have been proposed. However, most of them worked under restricted conditions, such as fixed illumination, limited vehicle speed, designated routes, and stationary backgrounds. In thi...
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Published in | IEEE transactions on intelligent transportation systems Vol. 5; no. 1; pp. 42 - 53 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
Piscataway, NJ
IEEE
01.03.2004
Institute of Electrical and Electronics Engineers The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
Online Access | Get full text |
ISSN | 1524-9050 1558-0016 |
DOI | 10.1109/TITS.2004.825086 |
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Abstract | Automatic license plate recognition (LPR) plays an important role in numerous applications and a number of techniques have been proposed. However, most of them worked under restricted conditions, such as fixed illumination, limited vehicle speed, designated routes, and stationary backgrounds. In this study, as few constraints as possible on the working environment are considered. The proposed LPR technique consists of two main modules: a license plate locating module and a license number identification module. The former characterized by fuzzy disciplines attempts to extract license plates from an input image, while the latter conceptualized in terms of neural subjects aims to identify the number present in a license plate. Experiments have been conducted for the respective modules. In the experiment on locating license plates, 1088 images taken from various scenes and under different conditions were employed. Of which, 23 images have been failed to locate the license plates present in the images; the license plate location rate of success is 97.9%. In the experiment on identifying license number, 1065 images, from which license plates have been successfully located, were used. Of which, 47 images have been failed to identify the numbers of the license plates located in the images; the identification rate of success is 95.6%. Combining the above two rates, the overall rate of success for our LPR algorithm is 93.7%. |
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AbstractList | The former characterized by fuzzy disciplines attempts to extract license plates from an input image, while the latter conceptualized in terms of neural subjects aims to identify the number present in a license plate. Automatic license plate recognition (LPR) plays an important role in numerous applications and a number of techniques have been proposed. However, most of them worked under restricted conditions, such as fixed illumination, limited vehicle speed, designated routes, and stationary backgrounds. In this study, as few constraints as possible on the working environment are considered. The proposed LPR technique consists of two main modules: a license plate locating module and a license number identification module. The former characterized by fuzzy disciplines attempts to extract license plates from an input image, while the latter conceptualized in terms of neural subjects aims to identify the number present in a license plate. Experiments have been conducted for the respective modules. In the experiment on locating license plates, 1088 images taken from various scenes and under different conditions were employed. Of which, 23 images have been failed to locate the license plates present in the images; the license plate location rate of success is 97.9%. In the experiment on identifying license number, 1065 images, from which license plates have been successfully located, were used. Of which, 47 images have been failed to identify the numbers of the license plates located in the images; the identification rate of success is 95.6%. Combining the above two rates, the overall rate of success for our LPR algorithm is 93.7%. |
Author | Li-Shien Chen Shyang-Lih Chang Sei-Wan Chen Yun-Chung Chung |
Author_xml | – sequence: 1 givenname: Shyang-Lih surname: CHANG fullname: CHANG, Shyang-Lih organization: Department of Information and Computer Education, National Taiwan Normal University, Taipei, Taiwan, Province of China – sequence: 2 givenname: Li-Shien surname: CHEN fullname: CHEN, Li-Shien organization: Department of Information and Computer Education, National Taiwan Normal University, Taipei, Taiwan, Province of China – sequence: 3 givenname: Yun-Chung surname: CHUNG fullname: CHUNG, Yun-Chung organization: Department of Information and Computer Education, National Taiwan Normal University, Taipei, Taiwan, Province of China – sequence: 4 givenname: Sei-Wan surname: CHEN fullname: CHEN, Sei-Wan organization: Graduate Institute of Computer Science and Information Engineering, National Taiwan Normal University, Taipei, Taiwan, Province of China |
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Snippet | Automatic license plate recognition (LPR) plays an important role in numerous applications and a number of techniques have been proposed. However, most of them... The former characterized by fuzzy disciplines attempts to extract license plates from an input image, while the latter conceptualized in terms of neural... |
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SubjectTerms | Applied sciences Cameras Character recognition Computer science; control theory; systems Control theory. Systems Employee welfare Exact sciences and technology Fuzzy Fuzzy logic Fuzzy set theory Ground, air and sea transportation, marine construction Illumination Image edge detection Layout License plate recognition License plates Licenses Lighting Modules Recognition Robotics Vehicle driving Vehicle dynamics Vehicles |
Title | Automatic license plate recognition |
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