Title :
Towards an automatic vehicle access control system: License plate location
Author :
Júnior, Pedro R Mendes ; Neves, José M R ; Tavares, Andréa I. ; Menotti, David
Author_Institution :
Comput. Dept., Fed. Univ. of Ouro Preto (UFOP), Ouro Preto, Brazil
Abstract :
An automatic vehicle access control system (AVACS) can be divided into three steps: vehicle location, vehicle license plate (VLP) location, and VLP recognition. This paper presents a new method for VLP location based on the horizontal gradient, morphological operations, connected components analysis, and statistical measures. First, the horizontal gradient is acquired and a mean filter is applied on it. Morphological operations are then used to darken non-VLP high-valued regions (saliences). At this step, we work on an integer-valued image rather than on the binary one, improving salience detection. Finally, the image is binarized, then a connected component analysis is performed, and statistical measures are used to decide among the VLP candidates. Experiments show that, in a database of 722 images, our method correctly locates the VLP in 95% of the cases, outperforming previous approaches.
Keywords :
access control; authorisation; gradient methods; image recognition; independent component analysis; mathematical morphology; road vehicles; VLP recognition; automatic vehicle access control system; connected components analysis; horizontal gradient; image binarization; integer-valued image; mean filter; morphological operation; nonVLP high-valued region; statistical measure; vehicle license plate location; vehicle location; Access control; Filtering; Image databases; Licenses; Morphological operations; Vehicles; Vehicle license plate location; mathematical morphology;
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2011 IEEE International Conference on
Conference_Location :
Anchorage, AK
Print_ISBN :
978-1-4577-0652-3
DOI :
10.1109/ICSMC.2011.6084108