TY - GEN
T1 - A total variation-morphological image edge detection approach
AU - Ndajah, Peter
AU - Kikuchi, Hisakazu
AU - Muramatsu, Shogo
AU - Yukawa, Masahiro
AU - Benyah, Francis
PY - 2011
Y1 - 2011
N2 - 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.
AB - 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.
KW - Edge detection
KW - Euler lagrange
KW - Image filter
KW - Morphological edge detection
KW - Total variation
UR - http://www.scopus.com/inward/record.url?scp=82555168099&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=82555168099&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:82555168099
SN - 9781618040053
T3 - Recent Researches in Telecommunications, Informatics, Electronics and Signal Processing - TELE-INFO'11, MINO'11, SIP'11
SP - 148
EP - 153
BT - Recent Researches in Telecommunications, Informatics, Electronics and Signal Processing - TELE-INFO'11, MINO'11, SIP'11
T2 - 10th WSEAS International Conf. on Telecommunications and Informatics, TELE-INFO'11, 10th WSEAS International Conference on Microelectronics, Nanoelectronics, Optoelectronics, MINO'11, 10th WSEAS International Conference on Signal Processing, SIP'11
Y2 - 27 May 2011 through 29 May 2011
ER -