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Content Provider | IET Digital Library |
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Author | Bhargav, Rohit Deshpande, Parag |
Abstract | A license plate (LP) can help identify a motor vehicle. However, no common standard for LP exists across countries, and even within a country, significant LP variations are observed. In addition, environmental factors cause uncontrolled plate and character variations. It is, therefore, a challenge to design a robust and universal license plate recognition (LPR) system which works for multiple countries, for different types of vehicles, and for different styles of LPs. This study presents a novel approach for locating LP based on the use of multiple clustering and filtering techniques applied to the geometrical properties of LP characters. The proposed approach is independent of the size, rotation, and colour of the LP and can be used to locate single or multiple LP of different styles of different vehicles and of different countries. The approach has been validated using the standard Media-lab and application-oriented license plate (AOLP) datasets as well as on datasets of vehicles from other countries. The approach achieved an average success ratio of 93.42% for locating LPs from both the Media-lab and the AOLP dataset and is higher than the results of previously published methods which evaluated their performance over the same datasets. |
Starting Page | 2335 |
Ending Page | 2345 |
Page Count | 11 |
ISSN | 17519659 |
Volume Number | 13 |
e-ISSN | 17519667 |
Issue Number | Issue 12, Oct (2019) |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-ipr/13/12 |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-ipr.2018.6237 |
Journal | IET Image Processing |
Publisher Date | 2019-08-07 |
Access Restriction | Open |
Rights Holder | © The Institution of Engineering and Technology |
Subject Keyword | Application-oriented License Plate Datasets Character Recognition Character Variations Colour-independent Clustering Common Standard Computer Vision And Image Processing Technique Edge Detection Environmental Factors Feature Extraction Filtering Technique Image Recognition Locating LPs LP Characters Motor Vehicle Multiple Clustering Multiple Countries Multiple License Plate Object Detection Road Vehicle Significant LP Variations Standard Media-lab Traffic Engineering Computing Uncontrolled Plate |
Content Type | Text |
Resource Type | Article |
Subject | Signal Processing Electrical and Electronic Engineering Computer Vision and Pattern Recognition Software |
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