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
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