SALIENCY DETECTION BASED ON INTEGRATION OF CENTRAL BIAS, REWEIGHTING AND MULTI-SCALE FOR SUPERPIXELS

被引:0
作者
Hu, Xiaoling [1 ]
Yang, Wenming [1 ]
Zhou, Fei [1 ]
Liao, Qingmin [1 ]
机构
[1] Tsinghua Univ, Shenzhen Key Lab Informat Sci & Tech, Shenzhen Engn Lab IS&DRM, Dept Elect Engn,Grad Sch Shenzhen, Beijing, Peoples R China
来源
2016 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING PROCEEDINGS | 2016年
关键词
Saliency detection; Bayesian framework; central bias; reweighting; multi-scale; VISUAL SALIENCY;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Saliency detection has been a significant problem in computer vision and helpful to object detection. In this paper, we propose a new computational saliency detection model under the Bayesian framework. First, central bias and the reweighting of the salient regions in the convex hull are applied to guide the prior map. Then, multi-scale for superpixels is proposed to detect objects with various scales. At last, the Bayes formula is adopted to obtain the final saliency map. Experimental results on a standard database show that the proposed model outperforms state-of-the-art methods.
引用
收藏
页码:1946 / 1950
页数:5
相关论文
共 19 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] Bruce N., 2005, NIPS, P155, DOI DOI 10.5555/2976248.2976268
  • [4] Chen TC, 2009, PROC EUR SOLID-STATE, P1
  • [5] Context-Aware Saliency Detection
    Goferman, Stas
    Zelnik-Manor, Lihi
    Tal, Ayellet
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2012, 34 (10) : 1915 - 1926
  • [6] Hou X., 2007, IEEE C COMP VIS PATT, V2007, P1, DOI DOI 10.1109/CVPR.2007.383267
  • [7] A model of saliency-based visual attention for rapid scene analysis
    Itti, L
    Koch, C
    Niebur, E
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1998, 20 (11) : 1254 - 1259
  • [8] Judd T, 2009, IEEE I CONF COMP VIS, P2106, DOI 10.1109/ICCV.2009.5459462
  • [9] Learning to Detect a Salient Object
    Liu, Tie
    Yuan, Zejian
    Sun, Jian
    Wang, Jingdong
    Zheng, Nanning
    Tang, Xiaoou
    Shum, Heung-Yeung
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2011, 33 (02) : 353 - 367
  • [10] Min Chen, 2011, IEEE INFOCOM 2011 - IEEE Conference on Computer Communications. Workshops, P409, DOI 10.1109/INFCOMW.2011.5928847