A Real-Time Malaysian Automatic License Plate Recognition (M-ALPR) using Hybrid Fuzzy

The Road Transport Department of Malaysia has endorsed a specification for car plates that includes the font and size of characters that must be followed by car owners. However, there are cases where this specification is not followed. This paper proposes a new methodology to segment and recognize Malaysian car license plates automatically. The proposed methodology solves the problem of segmenting different length licenses such as license with different number of character and number. There are two main objectives for this paper: first is to develop fuzzy rules to recognize the segmented characters and numbers from the same input-sets, which is the same size without overlapping between the characters and numbers sets. Secondly, this paper proposes a method to recognize non-standard plates by Template Matching theorem. Finally, the hybrid method of Fuzzy and Template matching is tested on 300 samples of car images captured in outdoor environment. The results yield 90.4% recognition accuracy, the Fuzzy based required 1.7 seconds and Template matching based took 0.75 seconds to perform the recognition. The adaptability factor of the hybrid method is also discussed.

[1]  Paras Ram,et al.  Design of a recognition system for special Malaysian car plates using stroke analysis , 2005 .

[2]  Lambert Spaanenburg,et al.  Car license plate recognition with neural networks and fuzzy logic , 1995, Proceedings of ICNN'95 - International Conference on Neural Networks.

[3]  L. Spaanenburg,et al.  License plate recognition using DTCNNs , 1998, 1998 Fifth IEEE International Workshop on Cellular Neural Networks and their Applications. Proceedings (Cat. No.98TH8359).

[4]  Vladimir Shapiro,et al.  Adaptive license plate image extraction , 2004, CompSysTech '04.

[5]  Paolo Ferragina,et al.  Optical recognition of motor vehicle license plates , 1995 .

[6]  S Draghici,et al.  A NEURAL NETWORK BASED ARTIFICIAL VISION SYSTEM FOR LICENSE PLATE RECOGNITION , 1997 .

[7]  J. R. Cowell Syntactic pattern recognizer for vehicle identification numbers , 1995, Image Vis. Comput..

[8]  Kwang In Kim,et al.  Learning-based approach for license plate recognition , 2000, Neural Networks for Signal Processing X. Proceedings of the 2000 IEEE Signal Processing Society Workshop (Cat. No.00TH8501).

[9]  P. Davies,et al.  License plate recognition technology for toll violation enforcement , 1990 .

[10]  A. Çapar,et al.  License Plate Recognition From Still Images and Video Sequences: A Survey , 2008, IEEE Transactions on Intelligent Transportation Systems.

[11]  Lei Shi,et al.  Design and Implementation of License Plate Recognition System , 2007, 2007 First IEEE International Symposium on Information Technologies and Applications in Education.

[12]  A.M. Al-Ghaili,et al.  A new vertical edge detection algorithm and its application , 2008, 2008 International Conference on Computer Engineering & Systems.

[13]  Jack D. Tubbs,et al.  A note on binary template matching , 1989, Pattern Recognit..

[14]  Kosin Chamnongthai,et al.  The recognition of car license plate for automatic parking system , 1999, ISSPA '99. Proceedings of the Fifth International Symposium on Signal Processing and its Applications (IEEE Cat. No.99EX359).

[15]  Marzuki Khalid,et al.  Comparison of Feature Extractors in License Plate Recognition , 2007, First Asia International Conference on Modelling & Simulation (AMS'07).

[16]  Nelson H. C. Yung,et al.  Recognition of vehicle registration mark on moving vehicles in an outdoor environment , 1999, Proceedings 199 IEEE/IEEJ/JSAI International Conference on Intelligent Transportation Systems (Cat. No.99TH8383).

[17]  E. Turhan Tunali,et al.  License Plate Segmentation for Intelligent Transportation Systems , 2003, ISCIS.

[18]  Y. Mitsukura,et al.  Neural Network Based Threshold Determination for Malaysia License Plate Character Recognition , 2006 .

[19]  Sorin Draghici,et al.  A Neural Network Based Artificial Vision System for Licence Plate Recognition , 1997, Int. J. Neural Syst..

[20]  Changshui Zhang,et al.  A new algorithm for character segmentation of license plate , 2003, IEEE IV2003 Intelligent Vehicles Symposium. Proceedings (Cat. No.03TH8683).

[21]  E.D. Di Claudio,et al.  Car plate recognition by neural networks and image processing , 1998, ISCAS '98. Proceedings of the 1998 IEEE International Symposium on Circuits and Systems (Cat. No.98CH36187).

[22]  Mohanad Alata,et al.  TEXT DETECTION AND CHARACTER RECOGNITION USING FUZZY IMAGE PROCESSING , 2006 .

[23]  Hang Joon Kim,et al.  Automatic recognition of a car license plate using color image processing , 1994, Proceedings of 1st International Conference on Image Processing.