DocumentCode
3354679
Title
Active image: A shape and topology preserving segmentation method using B-spline free form deformations
Author
Li, Chao ; Sun, Ying
Author_Institution
Dept. of Electr. & Comput. Eng., Nat. Univ. of Singapore, Singapore, Singapore
fYear
2010
fDate
26-29 Sept. 2010
Firstpage
2221
Lastpage
2224
Abstract
Unlike most conventional active contour models that drive the initial contours to match the object boundaries, we propose an “active image” segmentation method that deforms the image to match the initial contours, and hence can simultaneously segment multiple objects. The deformation field is modeled by B-spline free form deformations (FFD). Penalizing the bending energy of B-spline FFD enables us to preserve both the local shape and the topology of objects of interest. Preliminary results on both synthetic and real world images show that the proposed method is able to overcome low contrast, occlusion, and other defects by using simple segmentation criteria.
Keywords
image segmentation; splines (mathematics); topology; B-spline free form deformation; active contour model; active image segmentation; multiple object segmentation; object boundary; occlusion; segmentation criteria; shape preserving segmentation; topology preserving segmentation; Active contours; Image edge detection; Image segmentation; Level set; Shape; Spline; Topology; B-spline; Image segmentation; free form deformations; shape preserving; topology preserving;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location
Hong Kong
ISSN
1522-4880
Print_ISBN
978-1-4244-7992-4
Electronic_ISBN
1522-4880
Type
conf
DOI
10.1109/ICIP.2010.5652762
Filename
5652762
Link To Document