A Combination of Variational Mode Decomposition and Histogram Equalization for Image Enhancement

被引:4
|
作者
Satapathy, L. M. [1 ]
Tripathy, R. K. [2 ]
Das, P. [3 ]
机构
[1] Siksha O Anusandhan Deemed Univ, Dept EEE, Bhubaneswar, India
[2] Birla Inst Technol & Sci Pilani, Dept EEE, Hyderabad Campus, Hyderabad, India
[3] Indira Gandhi Inst Technol, Dept EE, Sarang, Odisha, India
来源
关键词
Image enhancement; Variational mode decomposition; Histogram equalization; Performance measures;
D O I
10.1007/s40009-018-0742-y
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
A new technique for image contrast enhancement is proposed in this paper. The technique is based on the variational mode decomposition (VMD) of image and various histogram equalization approaches. The original image is decomposed into different sub-images or modes using VMD. The histogram equalization approaches such as the conventional histogram equalization, the contrast limited adaptive histogram equalization are applied to the mode1 of the original image. For obtaining the enhanced image, a weighting scheme is introduced to combine the processed mode1 image and the original image. The proposed technique is evaluated using various images including the medical image. The experimental results demonstrate that the proposed technique outperforms the existing methods for image enhancement. For medical images, the PSNR and the image quality index values improve by using the proposed technique over various HE approaches.
引用
收藏
页码:333 / 336
页数:4
相关论文
共 50 条
  • [21] Image contrast enhancement by constrained local histogram equalization
    Zhu, H
    Chan, FHY
    Lam, FK
    COMPUTER VISION AND IMAGE UNDERSTANDING, 1999, 73 (02) : 281 - 290
  • [22] Weight Clustering Histogram Equalization for Medical Image Enhancement
    Sengee, Nyamlkhagva
    Bazarragchaa, Byambaragchaa
    Kim, Tae Yun
    Choi, Heung Kook
    2009 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATION WORKSHOPS, VOLS 1 AND 2, 2009, : 126 - 130
  • [23] A histogram equalization model for color image contrast enhancement
    Wang, Wei
    Yang, Yuming
    SIGNAL IMAGE AND VIDEO PROCESSING, 2024, 18 (02) : 1725 - 1732
  • [25] A histogram equalization model for color image contrast enhancement
    Wei Wang
    Yuming Yang
    Signal, Image and Video Processing, 2024, 18 : 1725 - 1732
  • [26] Review on Histogram Equalization based Image Enhancement Techniques
    Nithyananda, C. R.
    Ramachandra, A. C.
    Preethi
    2016 INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONICS, AND OPTIMIZATION TECHNIQUES (ICEEOT), 2016, : 2512 - 2517
  • [27] Quadrants Histogram Equalization with a Clipping Limit for Image Enhancement
    Yao, Zhijun
    Zhou, Quan
    Yang, Xiaofei
    Yang, Chunhua
    Lai, Zhongyuan
    2016 8TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS & SIGNAL PROCESSING (WCSP), 2016,
  • [28] Phase retrieval for objects in rain based on a combination of variational image decomposition and variational mode decomposition in FPP
    Hong, Nian
    Tang, Chen
    Xu, Min
    Lei, Zhenkun
    APPLIED OPTICS, 2022, 61 (23) : 6704 - 6713
  • [29] CONTRAST-ACCUMULATED HISTOGRAM EQUALIZATION FOR IMAGE ENHANCEMENT
    Wu, Xiaomeng
    Liu, Xinhao
    Hiramatsu, Kaoru
    Kashino, Kunio
    2017 24TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2017, : 3190 - 3194
  • [30] Image contrast enhancement using normalized histogram equalization
    Khan, Mohammad Farhan
    Khan, Ekram
    Abbasi, Z. A.
    OPTIK, 2015, 126 (24): : 4868 - 4875