DocumentCode :
2553137
Title :
Image enhancement by scaling the discrete wavelet coefficients based on segmentation
Author :
Garg, Naman ; Angra, Akshita ; Sengar, Prateek
Author_Institution :
Div. of Electron. & Commun. Netaji Subhas Inst. of Technol., Univ. of Delhi New Delhi, New Delhi, India
fYear :
2015
fDate :
19-20 Feb. 2015
Firstpage :
520
Lastpage :
525
Abstract :
Histogram Equalization is one of the most effective technique to process the digital images over the years used for the purpose of image enhancement and normalization. But in some cases traditional Histogram Equalization (HE) may cause bad results. There is a remedy given in this paper which takes over the traditional HE. This paper presents a technique based on segmented histogram for contrast enhancement of the image by scaling the discrete wavelet transform coefficient. This utilizes the advantage of wavelet transform and preserves the color consistency in addition to improving the overall contrast of the image. This approach efficiently reduced the contaminated noise in the image by introducing wavelet shrinkage terms adaptively in the different scales. Experimental results and comparison is made between a number of techniques on the basis of Absolute mean brightness error (AMBE), PSNR, Entropy and Standard Deviation values.
Keywords :
discrete wavelet transforms; entropy; image colour analysis; image denoising; image enhancement; image segmentation; AMBE; HE; PSNR; absolute mean brightness error; digital image processing; discrete wavelet transform coefficient scaling; entropy values; histogram equalization; histogram segmentation; image color consistency; image contaminated noise reduction; image contrast enhancement; image normalization; image segmentation; standard deviation values; wavelet shrinkage; Brightness; Entropy; Histograms; Image segmentation; Probability density function; Wavelet coefficients; Contrast enhancement; discrete wavelet transform (dwt); performance comparison; segmentation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing and Integrated Networks (SPIN), 2015 2nd International Conference on
Conference_Location :
Noida
Print_ISBN :
978-1-4799-5990-7
Type :
conf
DOI :
10.1109/SPIN.2015.7095374
Filename :
7095374
Link To Document :
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