Locating object contours in complex background using improved snakes

被引:28
|
作者
Shih, Frank Y. [1 ]
Zhang, Kai [1 ]
机构
[1] New Jersey Inst Technol, Coll Comp Sci, Comp Vis Lab, Newark, NJ 07102 USA
关键词
snake; active contour model; image segmentation; edge detection;
D O I
10.1016/j.cviu.2006.08.007
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An active contour model, called snake, can adapt to object boundary in an image. A snake is defined as an energy minimizing spline guided by external constraint forces and influenced by image forces that pull it toward features such as lines or edges. The traditional snake model fails to locate object contours that appear in complex background. in this paper, we present an improved snake model associated with new regional similarity energy and a gravitation force field to attract the snake approaching the object contours efficiently. Experiment results show that our snake model works successfully for convex and concave objects in a variety of complex backgrounds. (c) 2006 Elsevier Inc. All rights reserved.
引用
收藏
页码:93 / 98
页数:6
相关论文
共 50 条
  • [31] Object detection using background context
    Ramström, O
    Christensen, HI
    PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 3, 2004, : 45 - 48
  • [32] Small Object Detection Methods in Complex Background: An Overview
    Li, Zhigang
    Guo, Qimei
    Sun, Bo
    Cao, Difei
    Li, Yingqi
    Sun, Xiaochuan
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2023, 37 (02)
  • [33] Moving Object Detection in Complex Background for a Moving Camera
    Zhang, Hui
    Yuan, Haiying
    Li, Jianke
    FIFTH INTERNATIONAL CONFERENCE ON MACHINE VISION (ICMV 2012): COMPUTER VISION, IMAGE ANALYSIS AND PROCESSING, 2013, 8783
  • [34] Robust moving object detection under complex background
    Ding Ying
    Li Wen-hui
    Fan Jing-tao
    Yang Hua-min
    COMPUTER SCIENCE AND INFORMATION SYSTEMS, 2010, 7 (01) : 201 - 210
  • [35] An effective detection algorithm for moving object with complex background
    Hu, FY
    Zhang, YN
    Yao, L
    Proceedings of 2005 International Conference on Machine Learning and Cybernetics, Vols 1-9, 2005, : 5011 - 5015
  • [36] Research on Small Size Object Detection in Complex Background
    Du, Peng
    Qu, Xiujie
    Wei, Tianbo
    Peng, Cheng
    Zhong, Xinru
    Chen, Chen
    2018 CHINESE AUTOMATION CONGRESS (CAC), 2018, : 4216 - 4220
  • [37] UAV Image Small Object Detection on Complex Background
    Wang, Xiaohong
    Hu, Yu
    Computer Engineering and Applications, 2023, 59 (15): : 107 - 114
  • [38] Improved space object detection using short-exposure image data with daylight background
    Becker, David
    Cain, Stephen
    APPLIED OPTICS, 2018, 57 (14) : 3968 - 3975
  • [39] Object contour tracking using snakes in stereo image sequences
    Kim, SH
    Jang, JW
    2005 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), VOLS 1-5, 2005, : 1673 - 1676
  • [40] Object Tracking for Tangible Projection Mapping by using Multiple Contours
    Halvorson, Yuta
    Hashimoto, Naoki
    INTERNATIONAL WORKSHOP ON ADVANCED IMAGING TECHNOLOGY (IWAIT) 2021, 2021, 11766