TY - GEN
T1 - An improved watershed algorithm based on multi-scale gradient and distance transformation
AU - Liu, Yinghong
AU - Zhao, Qingjie
PY - 2010
Y1 - 2010
N2 - Cell image segmentation is an important step in medical image processing and analysis system. The watershed algorithm is usually used to segment cells in the image. However, it is difficult to segment touched cells. Traditional watershed algorithms, based either on a distance map or on a gradient map, easily result in over-segmentation because they only consider location information or edge information of a pixel in an image. In this paper a top/bottom transformation is used to enhance an image, a combined transformation on multi-scale gradient and distance is proposed, and then the watershed algorithm is used to segment cell images. The improved algorithm can reduce the influence of noise, and give good results when segmenting cells in series and interlink because it includes both location and edge information.
AB - Cell image segmentation is an important step in medical image processing and analysis system. The watershed algorithm is usually used to segment cells in the image. However, it is difficult to segment touched cells. Traditional watershed algorithms, based either on a distance map or on a gradient map, easily result in over-segmentation because they only consider location information or edge information of a pixel in an image. In this paper a top/bottom transformation is used to enhance an image, a combined transformation on multi-scale gradient and distance is proposed, and then the watershed algorithm is used to segment cell images. The improved algorithm can reduce the influence of noise, and give good results when segmenting cells in series and interlink because it includes both location and edge information.
KW - Distance
KW - Multi-scale gradient
KW - Transformation
KW - Watershed
UR - https://www.scopus.com/pages/publications/78650625681
U2 - 10.1109/CISP.2010.5646802
DO - 10.1109/CISP.2010.5646802
M3 - Conference contribution
AN - SCOPUS:78650625681
SN - 9781424465149
T3 - Proceedings - 2010 3rd International Congress on Image and Signal Processing, CISP 2010
SP - 3750
EP - 3754
BT - Proceedings - 2010 3rd International Congress on Image and Signal Processing, CISP 2010
T2 - 2010 3rd International Congress on Image and Signal Processing, CISP 2010
Y2 - 16 October 2010 through 18 October 2010
ER -