DocumentCode
1174539
Title
Coupled parametric active contours
Author
Zimmer, Christophe ; Olivo-Marin, J.-C.
Author_Institution
Quantitative Image Anal. Group, Institut Pasteur, Paris, France
Volume
27
Issue
11
fYear
2005
Firstpage
1838
Lastpage
1842
Abstract
We propose an extension of parametric active contours designed to track nonoccluding objects transiently touching each other, a task where both parametric and single level set-based methods usually fail. Our technique minimizes a cost functional that depends on all contours simultaneously and includes a penalty for contour overlaps. This scheme allows us to take advantage of known constraints on object topology, namely, that objects cannot merge. The coupled contours preserve the identity of previously isolated objects during and after a contact event, thus allowing segmentation and tracking to proceed as desired.
Keywords
edge detection; image segmentation; object detection; topology; coupled parametric active contours; image segmentation; nonoccluding objects; object topology; object tracking; Active contours; Computational efficiency; Cost function; Equations; Evolution (biology); Image segmentation; Image sequences; Level set; Minimization methods; Topology; 2D video.; Index Terms- Segmentation; active contours; topology; tracking; Algorithms; Animals; Artificial Intelligence; Cell Movement; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Information Storage and Retrieval; Microscopy, Video; Pattern Recognition, Automated; Subtraction Technique;
fLanguage
English
Journal_Title
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher
ieee
ISSN
0162-8828
Type
jour
DOI
10.1109/TPAMI.2005.214
Filename
1512063
Link To Document