License plate detection and character recognition system for commercial vehicles based on morphological approach and template matching

Though license plate detection and recognition system has a lot of applications but a very little work has been done on Bangla license plate recognition. Variations among the license plate patterns and complex background of Bangladeshi license plates make it more difficult to use the existing algorithms. Because of this, we propose a solution for Bangla license plate detection and recognition. Firstly, the position of the vehicle is determined. In our country, commercial License Plates have the unique color (green) of its own. That's why; we select the portions of green color with the matching RGB intensity of the plate. A boundary based contour algorithm, area and aspect ratio have been proposed to track down the license plate in the vehicle region. License plate rows containing registration information have been separated by using horizontal projection with threshold. The characters and the digits of the rows have been segmented using vertical projection with threshold value. Finally, template matching has been used for recognizing the characters and the digits of the Bangla license plate. We tested our algorithms for over 180 still images captured from the road. We achieve93% success in license plate detection, 98.1% success in segmentation and 88.8% success rate in Bangla license plate recognition.

[1]  Jingping Jiang,et al.  An adaptive approach to vehicle license plate localization , 2003, IECON'03. 29th Annual Conference of the IEEE Industrial Electronics Society (IEEE Cat. No.03CH37468).

[2]  Rodolfo Zunino,et al.  Vector quantization for license-plate location and image coding , 2000, IEEE Trans. Ind. Electron..

[3]  Jun-Wei Hsieh,et al.  Morphology-based license plate detection from complex scenes , 2002, Object recognition supported by user interaction for service robots.

[4]  Kang-Hyun Jo,et al.  Projection and least square fitting with perpendicular offsets based vehicle license plate tilt correction , 2010, Proceedings of SICE Annual Conference 2010.

[5]  Muhittin Gökmen,et al.  License Plate Character Segmentation Based on the Gabor Transform and Vector Quantization , 2003, ISCIS.

[6]  Sei-Wang Chen,et al.  Automatic license plate recognition , 2004, IEEE Transactions on Intelligent Transportation Systems.

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

[8]  Day-Fann Shen,et al.  License Plate Extraction in Low Resolution Video , 2006, 18th International Conference on Pattern Recognition (ICPR'06).

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

[10]  Krishnan Nallaperumal,et al.  An Efficient Geometric feature based License Plate Localization and Recognition , 2008 .

[11]  Kaushik Deb,et al.  Vehicle License Plate Detection and Tilt Correction Based on HSI Color Model and SUSAN Corner Detector , 2014, Smart Comput. Rev..

[12]  Yo-Ping Huang,et al.  A template-based model for license plate recognition , 2004, IEEE International Conference on Networking, Sensing and Control, 2004.

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

[14]  M. Shadab Mashuk,et al.  Automatic Detection of Bangla Characters in Bangladeshi Car Registration Plates , 2010, 2010 Second International Conference on Computational Intelligence, Modelling and Simulation.

[15]  Ergun Erçelebi,et al.  Automatic Vehicle Identification by Plate Recognition , 2007 .

[16]  Tran Le Hong Du,et al.  Building an Automatic Vehicle License-Plate Recognition System , 2022 .