A Total Variation-Morphological Image Edge Detection Approach

被引:0
作者
Ndajah, Peter [1 ]
Kikuchi, Hisakazu [2 ]
Muramatsu, Shogo [2 ]
Yukawa, Masahiro [2 ]
Benyah, Francis [3 ]
机构
[1] Niigata Univ, Grad Sch Sci & Technol, Niigata 95021, Japan
[2] Niigata Univ, Dept Elect & Elect Engn, Niigata 95021, Japan
[3] Univ Western Cape, Dept Math, ZA-7535 Bellville, South Africa
来源
RECENT RESEARCHES IN TELECOMMUNICATIONS, INFORMATICS, ELECTRONICS & SIGNAL PROCESSING | 2011年
关键词
total variation; edge detection; morphological edge detection; euler lagrange; image filter;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We present image edge detection using the total variation functional and morphological methods. First, we derive the total variation functional from first principles and vector gradient method. The total variation functional is then minimized using the Euler-Lagrange optimization method. The steady state equation which results from the minimization of the total variation functional is then used as an anisotrpic filter on images. While the total variation method has proven to be a better edge detector than the Marr-Hildreth method, it also segments the image into regions delineated by strong edges. To achieve results similar to the Marr-Hildreth method, we apply morphological considerations. We develop new operations based on erosion, dilation, opening and closing to achieve morphological edge detection of total variation filtered images.
引用
收藏
页码:148 / +
页数:2
相关论文
共 11 条
[1]  
ALBOVIK, 2000, HDB IMAGE VIDEO PROC
[2]  
[Anonymous], 1997, ALGORITHMS IMAGE PRO
[3]  
[Anonymous], INT J APPL MATH INFO
[4]  
Chan T.F., 2005, SIAM
[5]  
Gonzalez R.C., 2008, Digital Image Processing, V3rd
[6]  
John F., 1982, Partial Differential Equations, V4th ed.
[7]  
Logan JD., 2008, INTRO NONLINEAR PART
[8]   THEORY OF EDGE-DETECTION [J].
MARR, D ;
HILDRETH, E .
PROCEEDINGS OF THE ROYAL SOCIETY SERIES B-BIOLOGICAL SCIENCES, 1980, 207 (1167) :187-217
[9]  
Ndajah Peter, 2011, Recent Researches in Communications, Automation, Signal Processing, Nanotechnology, Astronomy and Nuclear Physics. 10th WSEAS International Conference on Electronics, Hardware, Wireless and Optical Communications (EHAC'11). 10th WSEAS International Conference on Signal processing, Robotics and Automation (ISPRA'11). 3rd WSEAS International Conference on Nanotechnolgy (NANTECHNOLOGY'11). 6th WSEAS International Conference on Optics-Astrophysics-Astronomy (ICOAA'11). 2nd WSEAS
[10]  
Nixon M., 2020, Feature Extraction and Image Processing