Title :
Multiple Vehicles License Plate Tracking and Recognition via Isotropic Dilation
Author :
Angeline, Lorita ; Khong, Wei Leong ; Wong, Farrah ; Saad, Ismail ; Teo, Kenneth Tze Kin
Author_Institution :
Modeling, Simulation & Comput. Algorithm Lab., Univ. Malaysia Sabah, Kota Kinabalu, Malaysia
Abstract :
In this paper, a new algorithm for Automatic License Plate Localisation and Recognition (ALPR) is proposed on the basis of isotropic dilation that can be achieved using the binary image Euclidean distance transform. In a blob analysis problem, any two Region of Interest (RoIs) that is discontinuous are typically treated as separate blobs. However, the proposed algorithm combine with Connected Component Analysis (CCA) are coded to seek for RoI within a certain distance of other RoI to be treated as non-unique. This paper investigates the design and implementation of several pre-processing techniques and isotropic dilation algorithm to classify moving vehicles with different backgrounds and varying angles. A multi-layer feed-forward back-propagation Neural Network is used to train the segmented and refined characters. The results obtained can be used for implementation in the vehicle parking management system.
Keywords :
backpropagation; geometry; image segmentation; multilayer perceptrons; object recognition; object tracking; traffic engineering computing; transforms; ALPR; automatic license plate localisation and recognition; binary image Euclidean distance transform; blob analysis problem; connected component analysis; isotropic dilation algorithm; multilayer feed-forward back-propagation neural network; multiple vehicles license plate recognition; multiple vehicles license plate tracking; region of interest; vehicle parking management system; Algorithm design and analysis; Character recognition; Feature extraction; Image edge detection; Image segmentation; Licenses; Vehicles; blob analysis; connected component analysis; euclidean distance transform; image processing; isotropic dilation; license plate localisation; overlapping bounding boxes;
Conference_Titel :
Computational Intelligence, Communication Systems and Networks (CICSyN), 2011 Third International Conference on
Conference_Location :
Bali
Print_ISBN :
978-1-4577-0975-3
Electronic_ISBN :
978-0-7695-4482-3
DOI :
10.1109/CICSyN.2011.24