Nonlocal Variational Model for Saliency Detection

被引:2
作者
Li, Meng [1 ,2 ]
Zhan, Yi [3 ]
Zhang, Lidan [4 ]
机构
[1] Chongqing Univ Arts & Sci, Dept Math, Chongqing 402160, Peoples R China
[2] Chongqing Technol & Business Univ, KLDAIP, Chongqing 400067, Peoples R China
[3] Chongqing Technol & Business Univ, Coll Math & Stat, Chongqing 400067, Peoples R China
[4] Chongqing Univ Posts & Telecommun, Coll Math & Phys, Chongqing 400065, Peoples R China
关键词
VISUAL-ATTENTION; IMAGE; DIFFUSION; EQUATION;
D O I
10.1155/2013/518747
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
We present a nonlocal variational model for saliency detection from still images, from which various features for visual attention can be detected by minimizing the energy functional. The associated Euler-Lagrange equation is a nonlocal p-Laplacian type diffusion equation with two reaction terms, and it is a nonlinear diffusion. The main advantage of our method is that it provides flexible and intuitive control over the detecting procedure by the temporal evolution of the Euler-Lagrange equation. Experimental results on various images show that our model can better make background details diminish eventually while luxuriant subtle details in foreground are preserved very well.
引用
收藏
页数:7
相关论文
共 29 条
  • [1] Achanta R, 2008, LECT NOTES COMPUT SC, V5008, P66
  • [2] Achanta R, 2009, PROC CVPR IEEE, P1597, DOI 10.1109/CVPRW.2009.5206596
  • [3] Ambrosio L, 2000, CALCULUS OF VARIATIONS AND PARTIAL DIFFERENTIAL EQUATIONS, P5
  • [4] A nonlocal p-Laplacian evolution equation with Neumann boundary conditions
    Andreu, F.
    Mazon, J. M.
    Rossi, J. D.
    Toledo, J.
    [J]. JOURNAL DE MATHEMATIQUES PURES ET APPLIQUEES, 2008, 90 (02): : 201 - 227
  • [5] [Anonymous], P IEEE COMP SOC C CO
  • [6] Detecting codimension -: Two objects in an image with Ginzburg-Landau models
    Aubert, G
    Aujol, JF
    Blanc-Féraud, L
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 2005, 65 (1-2) : 29 - 42
  • [7] Bendsoe M. P., 1999, P EUR C COMP MECH WU
  • [8] Saliency, attention, and visual search: An information theoretic approach
    Bruce, Neil D. B.
    Tsotsos, John K.
    [J]. JOURNAL OF VISION, 2009, 9 (03):
  • [9] Bottom-Up Saliency Detection Model Based on Human Visual Sensitivity and Amplitude Spectrum
    Fang, Yuming
    Lin, Weisi
    Lee, Bu-Sung
    Lau, Chiew-Tong
    Chen, Zhenzhong
    Lin, Chia-Wen
    [J]. IEEE TRANSACTIONS ON MULTIMEDIA, 2012, 14 (01) : 187 - 198
  • [10] Attention-driven salient edge(s) and region(s) extraction with application to CBIR
    Feng, Songhe
    Xu, De
    Yang, Xu
    [J]. SIGNAL PROCESSING, 2010, 90 (01) : 1 - 15