Title :
Log-Spectrum based RSTB invariant template matching with modified ICA
Author :
Fani, Mehrnaz ; Pourjafarian, Narjes ; Taherianfard, Elahe ; Yazdi, Mehran
Author_Institution :
Dept. of Commun. & Electron., Shiraz Univ., Shiraz, Iran
Abstract :
Template matching is a widely used technique in many of image processing and machine vision applications. In this paper we propose a new as well as a fast and reliable template matching algorithm which is invariant to Rotation, Scale, Translation and Brightness (RSTB) changes. For this purpose, we adopt the idea of ring projection transform (RPT) of image. In the proposed algorithm, two novel suggestions are offered that significantly increase the precision and performance of the previous methods. First, our algorithm works with Log-Spectrum of image instead of the image itself, this change increases the accuracy of matching, and secondly for boosting the speed of the searching strategy, a new and modified version of Imperialist Competitive Algorithm, MICA, is presented. This matching procedure avoids the searching algorithm from being trapped in local minimum by taking advantage of adding a modification step to ICA. The simulation results show the superiority of proposed method in comparison with the previous ones.
Keywords :
computer vision; image matching; RSTB invariant template matching; image processing; imperialist competitive algorithm; log-spectrum; machine vision; modified ICA; ring projection transform; Algorithm design and analysis; Brightness; Correlation; Optimization; Pixel; Rotation measurement; Transforms; Imperialist Competitive Algorithm (ICA); Logarithmic Spectrum; RSTB invariant template matching; Ring Projection Transform (RPT);
Conference_Titel :
Telecommunications (IST), 2010 5th International Symposium on
Conference_Location :
Tehran
Print_ISBN :
978-1-4244-8183-5
DOI :
10.1109/ISTEL.2010.5734129