Title :
Accurate multi-scale license plate localization via image saliency
Author :
Tong He ; Jian Yao ; Kao Zhang ; Yaolin Hou ; Shiyao Han
Author_Institution :
Sch. of Remote Sensing Inf. & Eng., Wuhan Univ., Wuhan, China
Abstract :
In modern society, the automatic vehicle license plate (VLP) detection has been widely used in the fields of intelligent transportation system (ITS) in order to build an effective automatic traffic management system. As VLPs are salient to human visual system, we propose a novel method for VLPs detection based on saliency mechanism. The proposed method mainly contains three parts. The first part is candidate detection combining both colour and gradient information. The second part is affine rectification by conducting rotation and shear transformation to rectify tilt plates. The third part is accurate location of plates using saliency of the proposed candidates in the second part. Experimental results on a large set of vehicle images and street-view panoramas demonstrate that our proposed method can not only accurately locate the license plates with different background/ foreground colours at different inclination angles and different scales but also achieve a higher true positive rate and a lower false positive rate with a low computational cost.
Keywords :
automobiles; edge detection; image colour analysis; intelligent transportation systems; ITS; affine rectification; automatic VLP detection; automatic traffic management system; automatic vehicle license plate detection; background colours; colour information; computational cost; false positive rate; foreground colours; gradient information; human visual system; image saliency; inclination angles; intelligent transportation system; multiscale license plate localization; object detection; plate location; rotation transformation; shear transformation; street-view panoramas; tilt plate rectification; true positive rate; vehicle images; Histograms; Image color analysis; Image edge detection; Licenses; Transforms; Vehicles;
Conference_Titel :
Intelligent Transportation Systems (ITSC), 2014 IEEE 17th International Conference on
Conference_Location :
Qingdao
DOI :
10.1109/ITSC.2014.6957916