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Design and Implementation of a Vehicle License Plate Characters Recognition System based on FFBN Classifier
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DOI: https://doi.org/10.15866/irecos.v12i1.10928
Abstract
In this paper, a coercive and dynamic Automatic Vehicle Number Plate Recognition (AVNPR) scheme is obtained, a throng supervision structure able to detect Indian license plates; it is a cardinal procedure in Intelligent Transportation Systems (ITS). The progression of detection and identification of License Plates in this proposed system is divided in four sections: Image Pre-processing, License Plate Localization, Character Segmentation and Character Recognition. A Feed Forward Back-propagation Neural network (FFBN) Classifier is engaged for this particular system for License Plate exposure and features mining of License Plate characters. The outcomes demonstrate that the proposed system can successfully distinguish and identify License Plates even in problematical surroundings. A superior entitlement of accurateness has been received for the implication of this method and it is confirmed to be 92.13% for the withdrawal of License Plate area and 90.55% identifications of License Plate characters with greater concert than conventional approaches. The planned structure has been put into practice in MATLAB.
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References
Mehran Rasooli, Sedigheh Ghofrani, and Emad Fatemizadeh, Farsi License Plate Detection based on Element Analysis and Characters Recognition, International Journal of Signal Processing, Image Processing, and Pattern Recognition, Vol. 4, No. 1, pp. 67-80, 2011.
http://dx.doi.org/10.1109/pic.2010.5687912
Jingwei Dong, Meiting Sun, Gengrui Liang and Kui Jin, The Improved Neural Network Algorithm for License Plate Recognition, International Journal of Signal Processing, Image Processing and Pattern Recognition Vol. 8, No. 5, pp. 49-54, 2015.
http://dx.doi.org/10.14257/ijsip.2015.8.5.06
R.P. Anto Kumar, R. Sivakumar, and S. Aswathy, A Novel Method for Car License Plate Detection, Middle-East Journal of Scientific Research, Vol. 23, No. 8, pp. 1611-1616, 2015.
http://dx.doi.org/10.1109/icacc.2015.62
Reji P.I and Dr. Dharun V.S, A Hybrid Technique for Real Time License Plate Localization with the aid of FFBPNN-APSO, International Journal of Engineering and Technology, Vol. 8, No. 2, pp. 1116-1126, 2016.
http://dx.doi.org/10.14445/22315381/ijett-v10p322
Vijay Laxmi and Harish Rohil, License Plate Recognition System using Back Propagation Neural Network, International Journal of Computer Applications, Vol. 99, No. 8, pp. 29-37, 2014.
http://dx.doi.org/10.5120/17395-7945
Khalid W. Maglad, A Vehicle License Plate Detection, and Recognition System, Journal of Computer Science Vol. 8, No. 3, pp. 310-315, 2012.
http://dx.doi.org/10.3844/jcssp.2012.310.315
Meenakshi and R. B. Dubey, Vehicle License Plate Recognition System, International Journal of Advanced Computer Research, Vol. 2, No. 4, Issue 7, pp. 78-82, 2012.
http://dx.doi.org/10.3844/jcssp.2012.310.315
Dongwook Kim and Liu Zheng, Vehicle License Plate Recognition Based on Hierarchical Approach, International Journal of Security and Its Applications Vol.7, No. 5, pp. 175-182, 2013.
http://dx.doi.org/10.14257/ijsia.2013.7.5.16
K. Priyadharsan, N. Kalai Selvi, and T. R. Arulselvi, A Study on the Application of Automatic License Plate Recognition System by using Segmentation Algorithm, An International Journal of Advanced Computer Technology, Vol. 3, Issue 11, pp. 1306-1308, 2014.
http://dx.doi.org/10.1109/iccic.2012.6510322
Dr. L.M. Varalakshmi and Radha Ramalingam, Recognition of License Plate Numbers Using Image Processing Technique and Genetic Algorithm, International Journal of Engineering Research and General Science, Vol. 3, Issue 2, Part 2, pp. 438-445, 2015.
http://dx.doi.org/10.18535/ijecs/v4i12.41
Chetan Patil and Pankaj Kawadkar, License Plate Recognition System Based On Color Features and Hybrid Classifier Using Feature Selection Technique, International journal of Master of Engineering Research and Technology, Vol. 2, Issue 3, pp. 62-68, 2015.
http://dx.doi.org/10.1109/icroit.2014.6798352
Ievgen Gorovyi, Efficient Two-Step Approach for Automatic Number Plate Detection, INTL Journal of Electronics and Telecommunications, Vol. 61, No. 4, pp. 351–356, 2015.
http://dx.doi.org/10.1515/eletel-2015-0046
D.Joeshimo, Car License Plate Detector Using VEDA, International Journal of Emerging Technology in Computer Science & Electronics, Vol. 8, Issue 1, pp. 76-83, 2014.
http://dx.doi.org/10.1109/iccsit.2009.5234526
Reza Azad and Majid NazariNovel and Automatic Parking Inventory System Based on Pattern Recognition and Directional Chain Code, First International Conference on the computer, Information Technology and Digital Media (Proceeding-Scientific), pp. 134-139, 2013.
http://dx.doi.org/10.1049/cp.2013.2153
Reza Azad, Babak Azad and Hamid Reza Shayegh Brojeeni, Real-Time and Efficient Method for Accuracy Enhancement of Edge-Based License Plate Recognition System, First International Conference on the computer, Information Technology and Digital Media (Proceeding-Scientific), pp. 146-155, 2013.
http://dx.doi.org/10.1109/iccke.2013.6682800
Lama Hamandi, Khaled Almustafa, Rached Zantout and Hasan Obeid, Using Character Recognition for Plate Localization, The International Journal of Multimedia & Its Applications, Vol. 4, No. 5, pp. 39-50, 2012.
http://dx.doi.org/10.1109/ictea.2012.6462869
Sheetal Mithun Kawade and M.M.Mukhedkar, A Real Time Vehicle’s License Plate Recognition System, International Journal of Science and Engineering, Vol. 1, No. 2, pp. 41-48, 2013.
http://dx.doi.org/10.1109/avss.2003.1217917
Soojey Deshpande, Sandip Kamat, Vaishali Patil, Mukesh Patil and Pradeep Patil, Use of Horizontal and Vertical Edge Processing Technique to improve Number Plate Detection, International Journal of Research in Engineering and Technology, Vol. 04, Issue. 12, pp. 286-292, 2015.
http://dx.doi.org/10.15623/ijret.2015.0412056
B. Leelarani and B. Ramesh Naidu, Recognition of License Plate Numbers using Connected Component Analysis, International Journal of Engineering Development and Research, Vol. 3, Issue 3, pp. 1-5, 2015.
http://dx.doi.org/10.9790/2834-0451824
Mahmoud Zaki Iskandarani, Improving the OCR of Low Contrast, Small Fonts, Dark Background Forms Using Correlated Zoom and Resolution Technique (CZRT), Journal of Computer and Communications, Issue 3, pp. 34-42, 2015.
http://dx.doi.org/10.4236/jdaip.2015.33005
Poonam Bhogale, Archit Save, Vitrag Jain and Saurabh Parekh, Vehicle License Plate Detection and Recognition System, International Journal of Computer Applications, Vol. 137, No.9, pp. 31-34, 2016.
http://dx.doi.org/10.5120/ijca2016908924
Asha Sukumaran, Automatic License Plate Recognition Using Multi-Layer Back Propagation Neural Network, International Journal of Advanced Engineering Research and Science, Vol. 2, Issue 4, pp. 15-18, 2015.
http://dx.doi.org/10.21275/v5i3.nov162037
Anish Lazarus and Siddhartha Choubey, A Robust Method of License Plate Recognition using ANN, International Journal of Computer Science and Information Technologies, Vol. 2, No. 4, pp. 1494-1497, 2011.
http://dx.doi.org/10.1007/978-3-642-20573-6_75
Apurva Biswas and Dr.Bhupesh Gaur, A Review On Enhancement of Number Plate Recognition Based on Artificial Neural Network, International Journal of Computer Technology and Applications, Vol. 7, Issue 1, pp. 49-52, 2016.
http://dx.doi.org/10.1007/978-1-4471-3087-1_69
Teena Singh Rajput, Automatic Vehicle Number Plate Recognition Using Morphological Edge Detection and Segmentation, International Journal of Emerging Technology and Advanced Engineering, Vol. 5, Issue 1, pp. 500-504, 2015.
http://dx.doi.org/10.1109/icetc.2009.54
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