Active Contours without Edges and with Simple Shape Priors

被引:0
|
作者
Sojka, Eduard [1 ]
Gaura, Jan [1 ]
Krumnikl, Michal [1 ]
机构
[1] Tech Univ Ostrava, Fac Elect Engn & Informat, Ostrava 70833, Czech Republic
关键词
level-set methods; image segmentation; shape priors;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we introduce two simple shape priors into the Chan and Vese level-set method, namely, a prescribed area and a prescribed area-to-perimeter ratio of particular objects. It is remarkable that these priors may be easily incorporated into the Euler-Lagrange equation of the original method. As a side effect of our experimenting with the method, we also introduce a new probability-based level-set function. which removes the need for reinitialisation and usually, according to our experience, speeds tip the computation. Finally, we also propose a method how to treat, in a simple way, the situation in which the particular objects differ in brightness. Although the mentioned changes make the segmentation more reliable, they almost do not complicate the computation. The results of experiments are also presented.
引用
下载
收藏
页码:730 / 741
页数:12
相关论文
共 50 条
  • [1] Active contours without edges
    Chan, TF
    Vese, LA
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (02) : 266 - 277
  • [2] Active Contours without Edges and without Reinitialisation
    Sojka, Eduard
    Gaura, Jan
    Fabian, Tomas
    Krumnikl, Michal
    2009 WORLD CONGRESS ON NATURE & BIOLOGICALLY INSPIRED COMPUTING (NABIC 2009), 2009, : 913 - 916
  • [3] On the incorporation of shape priors into geometric active contours
    Chen, YM
    Thiruvenkadam, S
    Tagare, HD
    Huang, F
    Wilson, D
    Geiser, EA
    IEEE WORKSHOP ON VARIATIONAL AND LEVEL SET METHODS IN COMPUTER VISION, PROCEEDINGS, 2001, : 145 - 152
  • [4] Adaptive active contours without edges
    Yuan, Ye
    He, Chuanjiang
    MATHEMATICAL AND COMPUTER MODELLING, 2012, 55 (5-6) : 1705 - 1721
  • [5] Multi-Reference Shape Priors for Active Contours
    Alban Foulonneau
    Pierre Charbonnier
    Fabrice Heitz
    International Journal of Computer Vision, 2009, 81
  • [6] Multi-Reference Shape Priors for Active Contours
    Foulonneau, Alban
    Charbonnier, Pierre
    Heitz, Fabrice
    INTERNATIONAL JOURNAL OF COMPUTER VISION, 2009, 81 (01) : 68 - 81
  • [7] Geodesic Active Contours with Combined Shape and Appearance Priors
    Ben-Ari, Rami
    Aiger, Dror
    ADVANCED CONCEPTS FOR INTELLIGENT VISION SYSTEMS, PROCEEDINGS, 2008, 5259 : 494 - 505
  • [8] On incorporation shape priors into geodesic active contours for segmentation
    Jiang, YC
    PROCEEDINGS OF THE IASTED INTERNATIONAL CONFERENCE ON BIOMECHANICS, 2004, : 45 - 50
  • [9] Optical Flow Active Contours with Primitive Shape Priors for Echocardiography
    Hamou, Ali K.
    El-Sakka, Mahmoud R.
    EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2010,
  • [10] Optical Flow Active Contours with Primitive Shape Priors for Echocardiography
    Ali K. Hamou
    Mahmoud R. El-Sakka
    EURASIP Journal on Advances in Signal Processing, 2010