Entropy-based representation of image information

被引:18
|
作者
Ferraro, M
Boccignone, G
Caelli, T
机构
[1] Univ Turin, Dipartimento Fis Sperimentale, I-10125 Turin, Italy
[2] INFM, I-10125 Turin, Italy
[3] INFM, I-84084 Fisciano, SA, Italy
[4] Univ Salerno, Dipartimento Ingn Informaz & Ingn Elettr, I-84084 Fisciano, SA, Italy
[5] Univ Alberta, Dept Comp Sci, Edmonton, AB T6G 2H1, Canada
关键词
scale space; entropy; color images; feature encoding; active vision;
D O I
10.1016/S0167-8655(02)00099-5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Loss of information in images undergoing fine-to-coarse transformations is analysed by using an approach based on the theory of irreversible processes. In the case of grey level images, entropy variation along scales is used to characterize basic, low-level information and to identify perceptual components of the image, such as shape and texture. Here an extension of the approach to colour images is proposed. Spatio-chromatic information is defined, which depends on cross-interactions between the different colour channels. Examples illustrating the use of spatio-chromatic information are presented, related to pattern recognition and active vision. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:1391 / 1398
页数:8
相关论文
共 50 条
  • [41] A New Information Entropy-based Ant Clustering Algorithm
    Zhao Weili
    Zhang Zhiguo
    Zhang Zhijun
    APPLIED MECHANICS AND MANUFACTURING TECHNOLOGY, 2011, 87 : 101 - +
  • [42] An Information Entropy-Based Modeling Method for the Measurement System
    Kong, Li
    Pan, Hao
    Li, Xuewei
    Ma, Shuangbao
    Xu, Qi
    Zhou, Kaibo
    ENTROPY, 2019, 21 (07)
  • [43] A First Look at Information Entropy-Based Data Pricing
    Li, Xijun
    Yao, Jianguo
    Liu, Xue
    Guan, Haibing
    2017 IEEE 37TH INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING SYSTEMS (ICDCS 2017), 2017, : 2053 - 2060
  • [44] Information Entropy-Based Cooperative Surveillance in Areas with Obstacles
    Karimi, Samine
    Saghafi, Fariborz
    UNMANNED SYSTEMS, 2025, 13 (01) : 153 - 169
  • [45] Entropy-Based Counter-Deception in Information Fusion
    Schubert, Johan
    BELIEF FUNCTIONS: THEORY AND APPLICATIONS, (BELIEF 2016), 2016, 9861 : 174 - 181
  • [46] Entropy-based concept drift detection in information systems
    Sun, Yingying
    Mi, Jusheng
    Jin, Chenxia
    KNOWLEDGE-BASED SYSTEMS, 2024, 290
  • [47] An Entropy-based Approach for Supplier Selection with Interval Information
    Zhang, Quan
    Li, Yahong
    Huang, Jing
    PROCEEDINGS OF THE INTERNATIONAL SYMPOSIUM ON ELECTRONIC COMMERCE AND SECURITY, 2008, : 213 - 216
  • [48] Entropy-based image registration method using the curvelet transform
    Md. Mushfiqul Alam
    Tamanna Howlader
    S. M. Mahbubur Rahman
    Signal, Image and Video Processing, 2014, 8 : 491 - 505
  • [49] Adaptive Image Enhancement Using Entropy-Based Subhistogram Equalization
    Zhuang, Liyun
    Guan, Yepeng
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2018, 2018
  • [50] Entropy-based circular histogram thresholding for color image segmentation
    Kang, Chao
    Wu, Chengmao
    Fan, Jiulun
    SIGNAL IMAGE AND VIDEO PROCESSING, 2021, 15 (01) : 129 - 138