Title :
A New Circle Targets Extraction Algorithm
Author :
Zhong, Chen ; He, Deng ; Guoyou, Wang
Author_Institution :
Intell. Control, Huazhong Univ. of Sci. & Technol., Wuhan, China
Abstract :
According to the drawback of the traditional circle target extraction algorithm used by Hough Transform, such as computation complexity, low efficiency and etc, an new circle target extraction algorithm is proposed in this paper which can extract multiple circle targets with different radius at one time. First, the Average Absolute Difference is implemented to enhance the edge of the circle targets and suppress the noise of the background; Second, the locally self-adaptive segmentation algorithm is implemented to obtain the binary image. Thirdly, the thinning algorithm is implanted to obtain the single pixel edge of the circle targets and in order to reduce the computation times in the following process, a pruning algorithm is necessary; finally, a modified Hough transform algorithm is proposed to obtain the circle targets. The new circle targets have three advantages: low time consuming, high detection rate, robust to noise and fragmentary boundaries. The experimental results demonstrate that the new algorithm can extract the multiple circle targets quickly and accurately.
Keywords :
Hough transforms; feature extraction; image segmentation; shape recognition; Hough transform; average absolute difference; circle target extraction algorithm; computation complexity; pruning algorithm; self-adaptive image segmentation; thinning algorithm; Application software; Artificial intelligence; Background noise; Data mining; Helium; Image edge detection; Image segmentation; Information security; Intelligent control; Object detection; Average Absolute Difference; circle extraction; hough transformation; thinning;
Conference_Titel :
Multimedia Information Networking and Security, 2009. MINES '09. International Conference on
Conference_Location :
Hubei
Print_ISBN :
978-0-7695-3843-3
Electronic_ISBN :
978-1-4244-5068-8
DOI :
10.1109/MINES.2009.110