DocumentCode
2727478
Title
Distraction Free Evolution of Active Contours
Author
Srikrishnan, V. ; Chaudhuri, Subhasis
Author_Institution
Electr. Eng. Dept., Indian Inst. of Technol. Bombay, Mumbai
fYear
2009
fDate
4-6 Feb. 2009
Firstpage
417
Lastpage
421
Abstract
We propose a novel energy term to make the curve evolution quite robust to spurious edges. The physical intuition behind the formulation is that an object edge is generally continuous, but it could be composed of weak and strong segments. We then formulate the energy term which depends on a second order measure defined on the contour. Minimisation of this energy term yields a space varying curvature based curve evolution equation. An added advantage of the formulation is that this term also acts as the regularising term for smoothing the curve evolution. The proposed term can therefore be used in conjunction with any of the numerous gradient based active contour models. For our experimentation purpose, we have used the well-known gradient vector force model as the external force. We have performed a number of experiments on images and obtained good results.
Keywords
edge detection; image segmentation; smoothing methods; curve evolution equation; curve evolution smoothing; distraction free evolution; energy minimisation; gradient based active contour; gradient vector force; object edge; Active contours; Computer vision; Energy measurement; Equations; Image segmentation; Level set; Pattern recognition; Robustness; Smoothing methods; Active Contour; Gradient based segmentation; Salient contour;
fLanguage
English
Publisher
ieee
Conference_Titel
Advances in Pattern Recognition, 2009. ICAPR '09. Seventh International Conference on
Conference_Location
Kolkata
Print_ISBN
978-1-4244-3335-3
Type
conf
DOI
10.1109/ICAPR.2009.18
Filename
4782822
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