Medical Images Contrast Enhancement using Quad Weighted Histogram Equalization with Adaptive Gama Correction and Homomorphic Filtering

被引:11
|
作者
Agarwal, Monika [1 ]
Mahajan, Rashima [1 ]
机构
[1] GD Goenka Univ, Dept SOE, Gurugram 122102, India
关键词
Medical Image; Contrast Enhancement; Histogram Equalization; Adaptive Gama Correction; Homomorphic Filtering; Weighted Distribution; Probability Density function; BRIGHTNESS PRESERVATION;
D O I
10.1016/j.procs.2017.09.107
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Image contrast enhancement plays a vital role in various applications of digital image processing field like face recognition, satellite imaging and medical imaging This paper proposes an efficient algorithm to cater the limitation of over enhancement with maximum entropy preservation. In the proposed algorithm, input image histogram is segmented first based on its valley positions and then weighted distribution is applied to all segmented sub histograms followed by the histogram equalization, gamma correction and homomorphic filtering. Results reveal that the proposed technique outer performs other conventional histogram equalization techniques both in terms of visual quality along with maximum entropy preservation and contrast enhancement. (C) 2017 The Authors. Published by Elsevier B.V.
引用
收藏
页码:509 / 517
页数:9
相关论文
共 50 条
  • [1] Modified Histogram Based Contrast Enhancement using Homomorphic Filtering for Medical Images
    Agarwal, Tarun Kumar
    Tiwari, Mayank
    Lamba, Subir Singh
    [J]. SOUVENIR OF THE 2014 IEEE INTERNATIONAL ADVANCE COMPUTING CONFERENCE (IACC), 2014, : 964 - 968
  • [2] Brightness Preserving Contrast Enhancement of Medical Images Using Adaptive Gamma Correction and Homomorphic Filtering
    Tiwari, Mayank
    Gupta, Bhupendra
    [J]. 2016 IEEE STUDENTS' CONFERENCE ON ELECTRICAL, ELECTRONICS AND COMPUTER SCIENCE (SCEECS), 2016,
  • [3] Contrast Enhancement using a Weighted Histogram Equalization
    Yun, Se-Hwan
    Kim, Jin Heon
    Kim, Suki
    [J]. IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS (ICCE 2011), 2011, : 203 - +
  • [4] Contrast Enhancement of Low-Contrast Medical Images Using Modified Contrast Limited Adaptive Histogram Equalization
    Khan, Sajid Ali
    Hussain, Shariq
    Yang, Shunkun
    [J]. JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS, 2020, 10 (08) : 1795 - 1803
  • [5] Contrast enhancement system using spatially adaptive histogram equalization with temporal filtering
    Kim, TK
    Paik, JK
    Kang, BS
    [J]. IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 1998, 44 (01) : 82 - 87
  • [6] Medical Image Contrast Enhancement using Range Limited Weighted Histogram Equalization
    Agarwal, Monika
    Mahajan, Rashima
    [J]. 6TH INTERNATIONAL CONFERENCE ON SMART COMPUTING AND COMMUNICATIONS, 2018, 125 : 149 - 156
  • [7] Image contrast and color enhancement using adaptive gamma correction and histogram equalization
    Veluchamy, Magudeeswaran
    Subramani, Bharath
    [J]. OPTIK, 2019, 183 : 329 - 337
  • [8] Ultrasound Medical Image Enhancement and Segmentation Using Adaptive Homomorphic Filtering and Histogram Thresholding
    Dhinagar, Nikhil J.
    Celenk, Mehmet
    [J]. 2012 IEEE EMBS CONFERENCE ON BIOMEDICAL ENGINEERING AND SCIENCES (IECBES), 2012,
  • [9] Adaptive contrast enhancement using modified histogram equalization
    Santhi, K.
    Banu, R. S. D. Wahida
    [J]. OPTIK, 2015, 126 (19): : 1809 - 1814
  • [10] Resolution and quality enhancement of images using interpolation and contrast limited adaptive histogram equalization
    Aboshosha, Sahar
    Zahran, O.
    Dessouky, Moawad I.
    Abd El-Samie, F. E.
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (13) : 18751 - 18786