Properties of BV - G Structures plus Textures Decomposition Models. Application to Road Detection in Satellite Images

被引:36
作者
Gilles, Jerome [1 ]
Meyer, Yves [2 ]
机构
[1] Ctr Expertise Parisien, Espace Observat Renseignement & Drones Dept, F-94110 Arcueil, France
[2] Ecole Normale Super, Ctr Mathemat & Leurs Applicat, F-94230 Cachan, France
关键词
BV; G-space; image decomposition; textures; TOTAL VARIATION MINIMIZATION; BOUNDED VARIATION;
D O I
10.1109/TIP.2010.2049946
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 present some theoretical results about a structures-textures image decomposition model which was proposed by the second author. We prove a theorem which gives the behavior of this model in different cases. Finally, as a consequence of the theorem we derive an algorithm for the detection of long and thin objects applied to a road networks detection application in aerial or satellite images.
引用
收藏
页码:2793 / 2800
页数:8
相关论文
共 18 条
[1]   Combining geometrical and textured information to perform image classification [J].
Aujol, Jean-Francois ;
Chan, Tony F. .
JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2006, 17 (05) :1004-1023
[2]   Color image decomposition and restoration [J].
Aujol, Jean-Francois ;
Kang, Sung Ha .
JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2006, 17 (04) :916-928
[3]   Dual norms and image decomposition models [J].
Aujol, JF ;
Chambolle, A .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2005, 63 (01) :85-104
[4]   Image decomposition into a bounded variation component and an oscillating component [J].
Aujol, JF ;
Aubert, G ;
Blanc-Féraud, L ;
Chambolle, A .
JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2005, 22 (01) :71-88
[5]  
AUJOL JF, 2003, LECT NOTES COMPUTER, V1682
[6]  
AUJOL JF, 2004, THESIS NICE SOPHIA A
[7]  
Chambolle A, 2004, J MATH IMAGING VIS, V20, P89
[8]  
CHAMBOLLE A, 2009, LECT NOT SUMM SCH SP
[9]  
Desolneux A, 2003, ANN STAT, V31, P1822
[10]   Image decompositions using bounded variation and generalized homogeneous Besov spaces [J].
Garnett, John B. ;
Le, Triet M. ;
Meyer, Yves ;
Vese, Luminita A. .
APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 2007, 23 (01) :25-56