DocumentCode :
1672079
Title :
Consistency and stability of active contours with Euclidean and non-Euclidean arc-lengths
Author :
Ma, Tianyun ; Tagare, Hemant D.
Author_Institution :
Dept. of Comput. Sci., Yale Univ., New Haven, CT, USA
fYear :
1998
Firstpage :
116
Lastpage :
125
Abstract :
External energies of active contours are often formulated as Euclidean are length integrals. Here, the authors show that such formulations are biased. By this they mean that the minimum of the external energy does not occur at an image edge. In addition, they also show that for certain forms of external energy the active contour is unstable-when initialized at the location where the first variation of the energy is zero, the contour drifts away and becomes jagged. Both of these phenomena are due to the use of Euclidean arc length. The authors propose a non-Euclidean arc length which eliminates this problem. This requires a reformulation of active contours where the global external energy function is replaced by a sequence of local external energy functions and the contour evolves as an integral curve of the gradient of the local energies. As a result, the authors present a new evolution equation that is simpler and more accurate. Experimental evidence is provided in support of the theoretical claims
Keywords :
edge detection; image segmentation; medical image processing; Euclidean arc-lengths; active contours consistency; active contours external energies; active contours stabilty; evolution equation; global external energy function; jagged contour; local external energy functions sequence; medical image analysis; nonEuclidean arc-lengths; Active contours; Computed tomography; Computer science; Deformable models; Energy resolution; Integral equations; Level measurement; Power engineering and energy; Radiology; Stability;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Image Analysis, 1998. Proceedings. Workshop on
Conference_Location :
Santa Barbara, CA
Print_ISBN :
0-8186-8460-7
Type :
conf
DOI :
10.1109/BIA.1998.692413
Filename :
692413
Link To Document :
بازگشت