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
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