An Image Edge Detection Algorithm Based on Improved Canny

被引:0
作者
Liu, Kewen [1 ,2 ]
Xiao, Kang [1 ]
Xiong, Hongxia [3 ]
机构
[1] Wuhan Univ Technol, Sch Informat Engn, Wuhan 430070, Hubei, Peoples R China
[2] Wuhan Univ Technol, Minist Educ, Key Lab Fiber Opt Sensing Technol & Informat Proc, Wuhan 430070, Hubei, Peoples R China
[3] Wuhan Univ Technol, Sch Civil Engn & Architecture, Wuhan 430070, Hubei, Peoples R China
来源
PROCEEDINGS OF THE 2017 5TH INTERNATIONAL CONFERENCE ON MACHINERY, MATERIALS AND COMPUTING TECHNOLOGY (ICMMCT 2017) | 2017年 / 126卷
关键词
Edge detection; Canny operator; Gradient templates; Adaptive filtering;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In view of the traditional Canny edge detection algorithm in the smoothing filter will make the image become blurred and threshold selection is not adaptive, and its defects in gradient calculation, this paper proposes an improved Canny edge detection algorithm. The algorithm uses adaptive median filtering instead of Gaussian filtering. The gradient method is adopted to enhance the influence of the middle pixel to improve the edge detection precision. The Otsu algorithm is introduced to calculate the threshold value according to the image pixel information, which avoids the difficulty of artificially setting the high and low thresholds. The simulation results show that the improved Canny algorithm has good anti-noise performance, and it has stronger adaptability when detecting more edge details.
引用
收藏
页码:533 / 537
页数:5
相关论文
共 8 条
[2]  
Deng CX, 2013, INT C WAVEL ANAL PAT, P168, DOI 10.1109/ICWAPR.2013.6599311
[3]  
Gonzalez R C, 2011, DIGITAL IMAGE PROCES, P445
[4]  
Hong-Ke X U, 2014, INFRARED TECHNOLOGY
[5]   Improved Canny Edge Detection Algorithm Matches Traffic Signs [J].
Liu Liping .
EIGHTH INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING (ICDIP 2016), 2016, 10033
[6]  
[王淑青 Wang Shuqing], 2016, [计算机应用与软件, Computer Applications and Software], V33, P193
[7]  
Weibo Yanhui, 2016, IMAGING SCI PHOTOCHE
[8]  
YANG Zhuodong, 2015, COMMUNICATIONS TECHN, V48, P1257, DOI [10.3969/j.issn.1002-0802.2015.11.010., DOI 10.3969/J.ISSN.1002-0802.2015.11.010]