Automatic license plate detection in hazardous condition

License plate detection in hazardous condition.Five novel contributions.Compared with few existing approaches.Experimented using two image databases. Automatic detection of license plate (LP) is to localize a license plate region from an image without human involvement. So far a number of methods have been introduced for automatic license plate detection (ALPD), but most of them do not consider various hazardous image conditions that exist in many real driving situations. Hazardous image condition means an image can have rainy or foggy weather effects, low contrast environments, objects similar to LP in the background, and horizontally tilted LP area. All these issues create challenges in developing effective ALPD method. In this paper, we propose a new ALPD method which effectively detects LP area from an image in the hazardous conditions. For rain removal we apply a novel method that uses frequency domain mask to filter rain streaks from an image. A new contrast enhancement method with a statistical binarization approach is introduced in the proposed ALPD for handling low contrast indoor, night, blurry and foggy images. For correcting tilted LP, we apply Radon transform based tilt correction method for the first time. To filter non-LP regions, a new condition is used which is based on image entropy. We test the proposed ALPD method on 850 car images having different hazardous conditions, and achieve satisfactory results in LP detection.

[1]  Qiang Wu,et al.  A Fast Algorithm for License Plate Detection in Various Conditions , 2006, 2006 IEEE International Conference on Systems, Man and Cybernetics.

[2]  Karolin Baecker,et al.  Two Dimensional Signal And Image Processing , 2016 .

[3]  Massimo Bertozzi,et al.  Stereo vision-based vehicle detection , 2000, Proceedings of the IEEE Intelligent Vehicles Symposium 2000 (Cat. No.00TH8511).

[4]  Linda G. Shapiro,et al.  Computer Vision , 2001 .

[5]  Karel J. Zuiderveld,et al.  Contrast Limited Adaptive Histogram Equalization , 1994, Graphics Gems.

[6]  C. Arunvinodh,et al.  Automatic license plate detection using vertical edge detection method , 2015, 2015 International Conference on Innovations in Information, Embedded and Communication Systems (ICIIECS).

[7]  Roberto de Alencar Lotufo,et al.  Automatic number-plate recognition , 1990 .

[8]  R. Lotufo,et al.  Morphological Image Processing , 2008 .

[9]  Chien-Hung Chen,et al.  An intelligent strategy for checking the annual inspection status of motorcycles based on license plate recognition , 2009, Expert Syst. Appl..

[10]  Khaled Mahmud,et al.  Bangla automatic number plate recognition system using artificial neural network , 2012 .

[11]  Ioannis Anagnostopoulos,et al.  A License Plate-Recognition Algorithm for Intelligent Transportation System Applications , 2006, IEEE Transactions on Intelligent Transportation Systems.

[12]  I. Benou,et al.  A license plate detection and character segmentation method under difficult conditions , 2012, 2012 IEEE 27th Convention of Electrical and Electronics Engineers in Israel.

[13]  Akshay Girdhar,et al.  Vehicle Number Plate Detection System for Indian Vehicles , 2015, 2015 IEEE International Conference on Computational Intelligence & Communication Technology.

[14]  Khalil M. Ahmad Yousef,et al.  SIFT based automatic number plate recognition , 2015, 2015 6th International Conference on Information and Communication Systems (ICICS).

[15]  Kang-Hyun Jo,et al.  Vehicle License Plate Detection Method Based on Sliding Concentric Windows and Histogram , 2009, J. Comput..

[16]  Alireza Saberkari,et al.  Fast and adaptive license plate recognition algorithm for Persian plates , 2015, 2015 2nd International Conference on Pattern Recognition and Image Analysis (IPRIA).

[17]  Jérémie Bossu,et al.  Rain or Snow Detection in Image Sequences Through Use of a Histogram of Orientation of Streaks , 2011, International Journal of Computer Vision.

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

[19]  G. Abo Samra,et al.  Localization of License Plate Number Using Dynamic Image Processing Techniques and Genetic Algorithms , 2014, IEEE Transactions on Evolutionary Computation.

[20]  Worapan Kusakunniran,et al.  A Thai license plate localization using SVM , 2014, 2014 International Computer Science and Engineering Conference (ICSEC).

[21]  Sunghoon Kim,et al.  A robust license-plate extraction method under complex image conditions , 2002, Object recognition supported by user interaction for service robots.

[22]  Pengfei Shi,et al.  An Algorithm for License Plate Recognition Applied to Intelligent Transportation System , 2011, IEEE Transactions on Intelligent Transportation Systems.

[23]  Xiuzi Ye,et al.  Chinese License Plate Localization in Multi-Lane with Complex Background Based on Concomitant Colors , 2015, IEEE Intelligent Transportation Systems Magazine.

[24]  Hamid Soltanian-Zadeh,et al.  Radon transform orientation estimation for rotation invariant texture analysis , 2005, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[25]  Rafael C. González,et al.  Digital image processing, 3rd Edition , 2008 .

[26]  Gee-Sern Hsu,et al.  Application-Oriented License Plate Recognition , 2013, IEEE Transactions on Vehicular Technology.

[27]  Anil K. Jain Fundamentals of Digital Image Processing , 2018, Control of Color Imaging Systems.

[28]  Rafael C. González,et al.  Digital image processing using MATLAB , 2006 .

[29]  Matematiksel Morfoloji,et al.  MORPHOLOGICAL IMAGE PROCESSİNG WITH FUZZY LOGIC , 2006 .

[30]  Md. Nazrul Islam,et al.  Automatic License Plate Recognition (ALPR) for Bangladeshi Vehicles , 2011 .

[31]  Hideyuki Tamura,et al.  Textural Features Corresponding to Visual Perception , 1978, IEEE Transactions on Systems, Man, and Cybernetics.

[32]  Shi-Jinn Horng,et al.  A sliding window technique for efficient license plate localization based on discrete wavelet transform , 2011, Expert Syst. Appl..

[33]  Mahmudul Hasan,et al.  Real Time Detection and Recognition of License Plate in Bengali , 2013 .

[34]  Sanchay Dewan,et al.  Using Ant's Colony Algorithm for improved segmentation for number plate recognition , 2015, 2015 IEEE/ACIS 14th International Conference on Computer and Information Science (ICIS).

[35]  Wael Badawy,et al.  Automatic License Plate Recognition (ALPR): A State-of-the-Art Review , 2013, IEEE Transactions on Circuits and Systems for Video Technology.

[36]  Nandan More,et al.  License Plate Identification Using Artificial Neural Network and Wavelet Transformed Feature Selection , 2015, 2015 International Conference on Pervasive Computing (ICPC).

[37]  Yu-Hsiang Fu,et al.  Automatic Single-Image-Based Rain Streaks Removal via Image Decomposition , 2012, IEEE Transactions on Image Processing.