Synchronization-based image edge detection

被引:70
作者
Wei, GW [1 ]
Jia, YQ
机构
[1] Natl Univ Singapore, Dept Computat Sci, Singapore 117543, Singapore
[2] Michigan State Univ, Dept Math, E Lansing, MI 48824 USA
来源
EUROPHYSICS LETTERS | 2002年 / 59卷 / 06期
关键词
D O I
10.1209/epl/i2002-00115-8
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
This letter proposes a novel image edge detection algorithm based on the difference of two synchronizing spatially extended nonlinear dynamical systems. The time evolution of each system is identified as a low-pass filtering process, whereas the difference of two synchronizing states is identified as the result of high-pass filtering. Two systems are weakly coupled and allowed to take a common image as their initial value, but have different time scales in their dynamical motions. Results are compared with those of standard image processing schemes. Some of the best image edges could be obtained by an appropriate balance between synchronization and desynchronization.
引用
收藏
页码:814 / 819
页数:6
相关论文
共 30 条
[1]   Dynamics of two coupled Chua's circuits [J].
Anishchenko, VC ;
Vadivasova, TE ;
Astakhov, VV ;
Sosnovtseva, OV ;
Wu, CW ;
Chua, LO .
INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 1995, 5 (06) :1677-1699
[2]   Unifying framework for synchronization of coupled dynamical systems [J].
Boccaletti, S. ;
Pecora, L.M. ;
Pelaez, A. .
Physical Review E - Statistical, Nonlinear, and Soft Matter Physics, 2001, 63 (6 II) :1-066219
[3]   A unifying definition of synchronization for dynamical systems [J].
Brown, R ;
Kocarev, L .
CHAOS, 2000, 10 (02) :344-349
[5]   COHERENCE AND PHASE DYNAMICS OF SPATIALLY COUPLED SOLID-STATE LASERS [J].
FABINY, L ;
COLET, P ;
ROY, R ;
LENSTRA, D .
PHYSICAL REVIEW A, 1993, 47 (05) :4287-4296
[6]   DEPHASING AND BURSTING IN COUPLED NEURAL OSCILLATORS [J].
HAN, SK ;
KURRER, C ;
KURAMOTO, Y .
PHYSICAL REVIEW LETTERS, 1995, 75 (17) :3190-3193
[7]   SYNCHRONOUS CHAOS IN COUPLED OSCILLATOR-SYSTEMS [J].
HEAGY, JF ;
CARROLL, TL ;
PECORA, LM .
PHYSICAL REVIEW E, 1994, 50 (03) :1874-1885
[8]   A robust visual method for assessing the relative performance of edge-detection algorithms [J].
Heath, MD ;
Sarkar, S ;
Sanocki, T ;
Bowyer, KW .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (12) :1338-1359
[9]   A new approach to edge detection [J].
Hou, ZJ ;
Wei, GW .
PATTERN RECOGNITION, 2002, 35 (07) :1559-1570
[10]   Generalized synchronization, predictability, and equivalence of unidirectionally coupled dynamical systems [J].
Kocarev, L ;
Parlitz, U .
PHYSICAL REVIEW LETTERS, 1996, 76 (11) :1816-1819