Improving image segmentation by gradient vector flow and mean shift

被引:19
|
作者
Liu, Tangwei
Zhou, Huiyu [1 ]
Lin, Faquan
Pang, Yusheng
Wu, Ji
机构
[1] Queen Mary Univ London, London E1 4NS, England
[2] Guangxi Med Univ, Nanning 530027, Peoples R China
关键词
segmentation; gradient vector flow; mean shift; snake;
D O I
10.1016/j.patrec.2007.08.015
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The classical gradient vector flow (GVF) method suffers from deficiency in the presence of other significant edges adjacent to the real boundary. In this paper, we propose an improved energy function to challenge this problem by consistently reducing the Euclidean distance between the inspected centroid of the real boundary and the estimated one of the snake. Experimental work shows the proposed framework outperforms the classical GVF algorithm in different circumstances. (C) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:90 / 95
页数:6
相关论文
共 50 条
  • [21] Mean shift spectral clustering for perceptual image segmentation
    Ozertem, Umut
    Erdogmus, Deniz
    Lan, Tian
    2006 IEEE International Conference on Acoustics, Speech and Signal Processing, Vols 1-13, 2006, : 1365 - 1368
  • [22] An improved image segmentation based on mean shift algorithm
    Chen, HF
    Qi, FH
    CHINESE JOURNAL OF ELECTRONICS, 2003, 12 (03): : 368 - 372
  • [23] Image segmentation based on mean shift and normalized cuts
    Tao, Wenbing
    Jin, Hai
    Zhang, Yimin
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2007, 37 (05): : 1382 - 1389
  • [24] Acoustic range image segmentation by effective mean shift
    Castellani, U.
    Cristani, M.
    Murino, V.
    2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS, 2006, : 2437 - +
  • [25] Adaptive mean shift based image segmentation algorithm
    Lv, Fenghua
    Shu, Ning
    Gong, Yan
    Guo, Qing
    Shang, Haixing
    Wuhan Daxue Xuebao (Xinxi Kexue Ban)/Geomatics and Information Science of Wuhan University, 2014, 39 (07): : 850 - 855
  • [26] The Segmentation in Textile Printing Image Based on Mean Shift
    Li, Pengfei
    Wang, Shaoru
    Jing, Junfeng
    2009 IEEE 10TH INTERNATIONAL CONFERENCE ON COMPUTER-AIDED INDUSTRIAL DESIGN & CONCEPTUAL DESIGN, VOLS 1-3: E-BUSINESS, CREATIVE DESIGN, MANUFACTURING - CAID&CD'2009, 2009, : 1528 - 1532
  • [27] Fabric Pilling Image Segmentation Based on Mean Shift
    Jing, Junfeng
    Kang, Xuejuan
    ADVANCED RESEARCH ON ELECTRONIC COMMERCE, WEB APPLICATION, AND COMMUNICATION, PT 1, 2011, 143 : 80 - +
  • [28] An image segmentation algorithm using iteratively the mean shift
    Rodriguez, Roberto
    Suarez, Ana G.
    PROGRESS IN PATTERN RECOGNITION, IMAGE ANALYSIS AND APPLICATIONS, PROCEEDINGS, 2006, 4225 : 326 - 335
  • [29] Variable bandwidth mean shift for video image segmentation
    Peng, TG
    Huang, YW
    Wu, TH
    PROCEEDINGS OF THE THIRD INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION SCIENCE AND TECHNOLOGY, VOL 2, 2004, : 16 - 21
  • [30] Image and video segmentation by anisotropic kernel mean shift
    Wang, J
    Thiesson, B
    Xu, YQ
    Cohen, M
    COMPUTER VISION - ECCV 2004, PT 2, 2004, 3022 : 238 - 249