Salient Region Detection Based On Spatial Weight Map

被引:0
|
作者
Mathai, Shelmy [1 ]
Mathai, Paul P. [1 ]
机构
[1] FISAT, Comp Sci, Ernakulam, Kerala, India
关键词
Saliency detection; Global contrast; Color spatial variance; Frequency weight map;
D O I
10.1109/ICACC.2015.100
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Saliency detection is defined to be a key attention mechanism by enabling organisms to focus their limited perceptual and cognitive resources of available sensory data. In short, saliency detection is nothing but detecting the more attracted regions in an image. Like a loud noise in a quite environment saliency is the contras-tic difference between the visually attracted items and their neighborhood. Detecting those attracted areas in the image is termed to be saliency detection. We proposed a novel salient region detection method by integrating four features namely boundary information, frequency weight map, global contrast and color spatial variance. Finally, the saliency map is defined as being the average of the three feature maps added by color spatial variance. Experimental result shows that the proposed method produce better performance compared to the state-of-the-art of methods. The programming and simulation of the processes as well as the analysis of the results were done using MATLAB.
引用
收藏
页码:455 / 458
页数:4
相关论文
共 50 条
  • [1] Salient Region Detection based on Spatial and Background Priors
    Zhou, Li
    Yang, Zhaohui
    [J]. 2014 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION (ICIA), 2014, : 262 - 266
  • [2] Frequency-spatial domain based salient region detection
    Sun, Xiaoliang
    Zhu, Zunshang
    Liu, Xiaolin
    Shang, Yang
    Yu, Qifeng
    [J]. OPTIK, 2015, 126 (9-10): : 942 - 949
  • [3] Image salient region detection based on spatial and frequency domains
    [J]. Ji, C. (dachao9898@163.com), 1600, Editorial Board of Jilin University (44):
  • [4] A Novel Salient Region Detection Method Based on Hierarchical Spatial Information
    LIU Shuo
    DING Wenrui
    LI Hongguang
    LI Yingting
    [J]. Chinese Journal of Electronics, 2017, 26 (02) : 319 - 324
  • [5] Salient Region Detection Based on Color Uniqueness and Color Spatial Distribution
    Zhang, Xing
    Hu, Keli
    Wang, Lei
    Zhang, Xiaolin
    Wang, Yingguan
    [J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2014, E97D (07) : 1933 - 1936
  • [6] A Novel Salient Region Detection Method Based on Hierarchical Spatial Information
    Liu Shuo
    Ding Wenrui
    Li Hongguang
    Li Yingting
    [J]. CHINESE JOURNAL OF ELECTRONICS, 2017, 26 (02) : 319 - 324
  • [7] Multiscale salient region detection and salient map generation for synthetic aperture radar image
    Tang, Tao
    Xiang, Deliang
    Xie, Huijie
    [J]. JOURNAL OF APPLIED REMOTE SENSING, 2014, 8
  • [8] Salient region detection of interfusing motion and spatial relationships
    School of Electronic Information Engineering, Tianjin University, Tianjin 300072, China
    不详
    [J]. Liu, X.-H. (liuxh@tju.edu.cn), 2013, Huazhong University of Science and Technology (41):
  • [9] Salient Region Detection Based on Color-Complexity and Color-Spatial Features
    Wang, Zhicheng
    Li, Lina
    Chen, Yufei
    Zhao, Weidong
    [J]. PROCEEDINGS OF THE 2013 FOURTH INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL AND INFORMATION PROCESSING (ICICIP), 2013, : 699 - 704
  • [10] Salient region detection combining spatial distribution and global contrast
    He, Xin
    Jing, Huiyun
    Han, Qi
    Niu, Xiamu
    [J]. OPTICAL ENGINEERING, 2012, 51 (04)