Title :
Lennard-Jones force field for Geometric Active Contour
Author :
Li, Zhenglong ; Liu, Qingshan ; Lu, Hanqing ; Metaxas, Dimitris
Author_Institution :
Nat. Lab. of Pattern Recognition, Chinese Acad. of Sci., Beijing
Abstract :
This paper presents a new geometric active contour (GAC) model based on Lennard-Jones (L-J) force field, which is inspired by the theory of intermolecular interaction. It is different from gradient based GAC models in that the proposed model does not rely on any pre-computed edge map and is directly computed from image data. Moreover, it can integrate various information including grayscale, color and texture etc. The proposed L-J force field has two different characteristics controlled by a switch parameter c. In the case of c = 0, the force vector flows will bi-directionally converge to boundaries, and it will obtain a morphological dilation-like effect with c ne 0. We test the proposed method on various images, and the experimental results are very promising.
Keywords :
Lennard-Jones potential; image colour analysis; image segmentation; image texture; Lennard-Jones force field; force vector flow; geometric active contour; grayscale; image color; image data; image segmentation; image texture; intermolecular interaction theory; morphological dilation-like effect; switch parameter; Active contours; Automation; Bidirectional control; Computer science; Force control; Gray-scale; Level set; Pattern recognition; Solid modeling; Switches;
Conference_Titel :
Pattern Recognition, 2008. ICPR 2008. 19th International Conference on
Conference_Location :
Tampa, FL
Print_ISBN :
978-1-4244-2174-9
Electronic_ISBN :
1051-4651
DOI :
10.1109/ICPR.2008.4761330