DocumentCode :
1088862
Title :
Joint Exact Histogram Specification and Image Enhancement Through the Wavelet Transform
Author :
Wan, Yi ; Shi, Dongbin
Author_Institution :
Lanzhou Univ., Lanzhou
Volume :
16
Issue :
9
fYear :
2007
Firstpage :
2245
Lastpage :
2250
Abstract :
Histogram specification (equalization) is an important tool for tasks such as image enhancement and normalization. Although this problem has exact solution for continuous images, in the case of digital images, it is ill posed. Recently, an exact pixel ordering method based solely on local image intensity was proposed, yet still with some limitations, especially since it ignores the important image edge information. In this paper, we present a wavelet-based method that simultaneously achieves the exact histogram specification and good image enhancement performance. It does so through a carefully designed strict pixel ordering process, during which the wavelet coefficients are fine tuned for the image enhancement purpose. Compared to previous work, this approach takes into account not only local mean intensity values, but also local edge information. Other advantages include fast pixel ordering, good statistical models, and better image enhancement performance. Experimental results and comparison with state-of-the-art methods are presented.
Keywords :
edge detection; image enhancement; statistical distributions; wavelet transforms; fast pixel ordering; image enhancement; image normalization; joint exact histogram specification; local edge information; local image intensity; statistical models; wavelet transform; Continuous wavelet transforms; Digital images; Gray-scale; Helium; Histograms; Image enhancement; Pixel; Watermarking; Wavelet coefficients; Wavelet transforms; Histogram specification (HS); image enhancement; normalization; pixel ordering; wavelet transform; Algorithms; Computer Graphics; Computer Simulation; Data Interpretation, Statistical; Image Enhancement; Image Interpretation, Computer-Assisted; Models, Statistical; Numerical Analysis, Computer-Assisted; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted;
fLanguage :
English
Journal_Title :
Image Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1057-7149
Type :
jour
DOI :
10.1109/TIP.2007.902332
Filename :
4287010
Link To Document :
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