Title :
Multi-dimensional earth mover´s distance active contours
Author :
Mendoza, Carlos S. ; Bohórquez-Ruiz, Germán ; Acha, Begoña ; Serrano, Carmen
Author_Institution :
Signal Process. Dept., Univ. of Sevilla, Sevilla, Spain
Abstract :
This article is the first to ever introduce multi-dimensional and arbitrary ground distances Earth Mover´s Distance (EMD) active contours. We present a segmentation algorithm based on moving interfaces which maximize the EMD between the enclosed region and the background. To illustrate the validity of our multi-dimensional extension we present results for color images represented using 3D color signatures. The ground distances between signature centroids are made equal to the Euclidean distance between them in the perceptually uniform L*a*b* color space.
Keywords :
distance measurement; geometry; image colour analysis; image representation; image segmentation; statistical distributions; 3D color signatures; Euclidean distance; L*a*b* color space; image color representation; moving interfaces; multidimensional Earth mover distance active contours; segmentation algorithm; signature centroids; Active contours; Conferences; Earth; Image color analysis; Image edge detection; Image segmentation; Active Contours; Color; Earth Mover´s Distance; Level-sets; Segmentation;
Conference_Titel :
Image Processing (ICIP), 2011 18th IEEE International Conference on
Conference_Location :
Brussels
Print_ISBN :
978-1-4577-1304-0
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2011.6116341