An Improved Canny Edge Detection Algorithm

Aimed at the defects of the traditional Canny operator, this paper puts forward an improved algorithm in edge detection. First, this paper gives a new method on selfadaptive image block based on threshold value. Next, by proposing a new hybrid filterbank of self-adaptive median and morphology, we adopt this hybrid filter-bank to smooth the noise image. Then, we add the information of gradient in two bevel directions, so that the information of gradient is more complete. Last, by using the threshold value to process the image of gradient which is after non-maxima suppression, we obtain the image edge. For the noise image, this improved algorithm not only can filter out noise well, but also the image edge is continuous, smooth, clear. The experimental results show that the improved algorithm has a good effect in edge detection, strong capability of noise immunity. The objective evaluation and visual effect are good, too.

[1]  Hu Song,et al.  An Improved Algorithm for Canny Edge Detection with Adaptive Threshold , 2011 .

[2]  Chang Yuqing An Improved Canny Algorithm for Edge Detection , 2007 .

[3]  Shamik Tiwari,et al.  Recognition of 2 D Barcode Images Using Edge Detection and Morphological Operation , 2014 .

[4]  Wang Zuo-chengb,et al.  Adaptive Canny edge detection algorithm , 2010 .

[5]  Tao Sun,et al.  An Improved Canny Edge Detection Algorithm , 2013, 2014 IEEE International Conference on Mechatronics and Automation.

[6]  Xue Li-xia,et al.  Improved method of Canny operator edge detection , 2010 .

[7]  Yang Xin-rui,et al.  Edge Detection Based on Improved LOG Operator and Wavelet Transform , 2012 .

[8]  Rafael Muñoz-Salinas,et al.  A novel method to look for the hysteresis thresholds for the Canny edge detector , 2011, Pattern Recognit..

[9]  Ch. Seshadri Rao,et al.  A Hybrid Approach for Image Edge Detection Using Neural Network and Particle Swarm Optimization , 2015 .

[10]  Chen Xiu-hong,et al.  Bilateral filtering approach to edge detection based on modified Otsu , 2012 .

[11]  Yuan Zhi-chao,et al.  Edge detection algorithm of Canny based on maximum between-class posterior probability , 2009 .

[12]  N. Otsu A threshold selection method from gray level histograms , 1979 .

[13]  Guan Yong,et al.  Image Edge Detection Algorithm Based on Improved Canny Operator , 2012 .

[14]  Mohamed A. El-Sayed,et al.  A New Algorithm Based Entropic Threshold for Edge Detection in Images , 2012, ArXiv.