Active contour model with gradient directional information: Directional snake

被引:74
作者
Park, H [1 ]
Schoepflin, T
Kim, Y
机构
[1] Korea Adv Inst Sci & Technol, Dept Elect Engn, Yusong Gu, Taejon 305701, South Korea
[2] Univ Washington, Dept Elect Engn, Image Comp Syst Lab, Seattle, WA 98195 USA
关键词
active contour; directional snake; image gradient; segmentation; video tracking;
D O I
10.1109/76.905991
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Active contours or snakes are an effective edge-based method in segmenting an object of interest, However, the segmented boundary of a moving object in one video frame may lie far from the same moving object in the next frame due to its rapid motion, causing the snake to converge on the wrong edges. To guide the snake toward the appropriate edges, we have added gradient-directional information to the external image force to create a "directional snake." Thus, in minimizing the snake energy, the new method considers both the gradient strength and gradient direction of the image. Experimental results demonstrate that the directional snake can provide a better segmentation than the conventional method in certain situations, e.g., when there are multiple edge candidates in the neighborhood with different directions. The directional snake is significant because it provides a framework to incorporate directional information in digital video segmentation.
引用
收藏
页码:252 / 256
页数:5
相关论文
共 5 条
[1]   USING DYNAMIC-PROGRAMMING FOR SOLVING VARIATIONAL-PROBLEMS IN VISION [J].
AMINI, AA ;
WEYMOUTH, TE ;
JAIN, RC .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1990, 12 (09) :855-867
[2]   Semiautomatic segmentation and tracking of semantic video objects [J].
Gu, C ;
Lee, MC .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1998, 8 (05) :572-584
[3]   SNAKES - ACTIVE CONTOUR MODELS [J].
KASS, M ;
WITKIN, A ;
TERZOPOULOS, D .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1987, 1 (04) :321-331
[4]   Automatic segmentation of moving objects for video object plane generation [J].
Meier, T ;
Ngan, KN .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1998, 8 (05) :525-538
[5]  
SUN S, 1998, UWICSL INVENTION DIS