Saliency detection by combining spatial and spectral information

被引:17
|
作者
Zhang, Yanbang [1 ]
Han, Junwei [1 ]
Guo, Lei [1 ]
机构
[1] Northwestern Polytech Univ, Sch Automat, Xian 710072, Peoples R China
基金
美国国家科学基金会;
关键词
VISUAL-ATTENTION;
D O I
10.1364/OL.38.001987
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
In this Letter, a new algorithm is proposed to detect salient regions by combining spatial and spectral information. First, the input image is considered in both RGB color space and Lab color space. Second, the biggest symmetric surround model and spectral residual are calculated in each channel simultaneously. Third, the feature maps in some color channels outperform the feature maps in the other channels. Entropy is defined to evaluate the performance of the feature maps, which can be used to choose the proper channels and combine different feature maps. Finally, a Gaussian low-pass filter is applied to improve the performance by accounting for the center bias. Compared with previous methods, our saliency detection is more effective and robust as demonstrated by the experiments. (C) 2013 Optical Society of America
引用
收藏
页码:1987 / 1989
页数:3
相关论文
共 50 条
  • [1] A Novel Spatial Information Model for Saliency Detection
    Gao, Hang
    Li, Bo
    Liu, Han
    [J]. ADVANCES IN NEURAL NETWORKS, PT II, 2017, 10262 : 214 - 221
  • [2] A Joint Saliency Temporal-Spatial-Spectral Information Network for Hyperspectral Image Change Detection
    Chen, Yaxiong
    Zhang, Zhipeng
    Dong, Le
    Xiong, Shengwu
    Lu, Xiaoqiang
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2024, 62 : 1 - 15
  • [3] LOGO DETECTION BASED ON SPATIAL-SPECTRAL SALIENCY AND PARTIAL SPATIAL CONTEXT
    Gao, Ke
    Lin, Shouxun
    Zhang, Yongdong
    Tang, Sheng
    Zhang, Dongming
    [J]. ICME: 2009 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOLS 1-3, 2009, : 322 - 329
  • [4] An Image Saliency Detection Method Based on Combining Global and Local Information
    Yang, Hangxu
    Gong, Yongjian
    Wang, Kai
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2022, 2022
  • [5] A VIDEO SALIENCY DETECTION METHOD BASED ON SPATIAL AND MOTION INFORMATION
    Xue, Kang
    Wang, Xiying
    Ma, Gengyu
    Wang, Haitao
    Nam, Dongkyung
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2015, : 412 - 416
  • [6] Tag-Saliency: Combining bottom-up and top-down information for saliency detection
    Zhu, Guokang
    Wang, Qi
    Yuan, Yuan
    [J]. COMPUTER VISION AND IMAGE UNDERSTANDING, 2014, 118 : 40 - 49
  • [7] Unsupervised Classification Algorithm for Early Weed Detection in Row-Crops by Combining Spatial and Spectral Information
    Louargant, Marine
    Jones, Gawain
    Faroux, Romain
    Paoli, Jean-Noel
    Maillot, Thibault
    Gee, Christelle
    Villette, Sylvain
    [J]. REMOTE SENSING, 2018, 10 (05):
  • [8] Combining spatial priors and anatomical information for fMRI detection
    Ou, Wanmei
    Wells, William M., III
    Golland, Polina
    [J]. MEDICAL IMAGE ANALYSIS, 2010, 14 (03) : 318 - 331
  • [9] Hyperspectral Image Classification via Exploring Spectral-Spatial Information of Saliency Profiles
    Lu, Qikai
    Hu, Xuan
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2020, 13 : 3291 - 3303
  • [10] Mesh segmentation by combining mesh saliency with spectral clustering
    Jiao, Xue
    Wu, Tieru
    Qin, Xuzhou
    [J]. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2018, 329 : 134 - 146