Information granules in image histogram analysis

被引:13
|
作者
Wieclawek, Wojciech [1 ]
机构
[1] Silesian Tech Univ, Fac Biomed Engn, Ul Roosevelta 40, PL-41800 Zabrze, Poland
关键词
Granular computing; Justifiable granular computing; Image histogram; Median; Weighted median; Histogram analysis; Cumulative histogram; Histogram equalization; Image enhancement; Intensification of gray levels; Image processing; Computed tomography; FUNDAMENTALS; PRINCIPLE;
D O I
10.1016/j.compmedimag.2017.05.003
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
A concept of granular computing employed in intensity-based image enhancement is discussed. First, a weighted granular computing idea is introduced. Then, the implementation of this term in the image processing area is presented. Finally, multidimensional granular histogram analysis is introduced. The proposed approach is dedicated to digital images, especially to medical images acquired by Computed Tomography (CT). As the histogram equalization approach, this method is based on image histogram analysis. Yet, unlike the histogram equalization technique, it works on a selected range of the pixel intensity and is controlled by two parameters. Performance is tested on anonymous clinical CT series. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:129 / 141
页数:13
相关论文
共 50 条
  • [41] A study of information granules
    Wang, Xiaosheng
    GRC: 2007 IEEE INTERNATIONAL CONFERENCE ON GRANULAR COMPUTING, PROCEEDINGS, 2007, : 50 - 54
  • [42] Intermediate Inverse Image Histogram
    Homnan, B.
    Benjapolakul, W.
    2013 IEEE 16TH INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE AND ENGINEERING (CSE 2013), 2013, : 675 - 679
  • [43] Analysis of rice granules using Image Processing and Neural Network
    Neelamegam, P.
    Abirami, S.
    Priya, Vishnu K.
    Valantina, Rubalya S.
    2013 IEEE CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGIES (ICT 2013), 2013, : 879 - 884
  • [44] IMAGE-ANALYSIS TO QUANTIFY AND MEASURE UASB DIGESTER GRANULES
    DUDLEY, BT
    HOWGRAVEGRAHAM, AR
    BRUTON, AG
    WALLIS, FM
    BIOTECHNOLOGY AND BIOENGINEERING, 1993, 42 (03) : 279 - 283
  • [45] Identification of starch granules using image analysis and multivariate techniques
    Torrence, R
    Wright, R
    Conway, R
    JOURNAL OF ARCHAEOLOGICAL SCIENCE, 2004, 31 (05) : 519 - 532
  • [46] Evaluation of the sphericity of mineral fertilizer granules by digital image analysis
    Leszczynski, Norbert
    Wegrzyn, Adam
    Kocira, Slawomir
    Szparaga, Agnieszka
    Zarajczyk, Janusz
    PRZEMYSL CHEMICZNY, 2018, 97 (04): : 639 - 642
  • [47] Histogram preserving image transformations
    Hadjidemetriou, E
    Grossberg, MD
    Nayar, SK
    INTERNATIONAL JOURNAL OF COMPUTER VISION, 2001, 45 (01) : 5 - 23
  • [48] Steganalysis of Digital Image Histogram
    Zhang Dinghui
    Wang Shaobin
    Chen Wenjun
    Li Xin
    Yang Yunfei
    ISTM/2009: 8TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-6, 2009, : 645 - 647
  • [49] Histogram Preserving Image Transformations
    Efstathios Hadjidemetriou
    Michael D. Grossberg
    Shree K. Nayar
    International Journal of Computer Vision, 2001, 45 : 5 - 23
  • [50] Image segmentation via iterative histogram thresholding and morphological features analysis
    Brancati, Nadia
    Frucci, Maria
    di Baja, Gabriella Sanniti
    IMAGE ANALYSIS AND RECOGNITION, PROCEEDINGS, 2008, 5112 : 132 - 141