DocumentCode
3396810
Title
An improved unsharp masking method for borehole image enhancement
Author
Xiao, Xiaoling ; Zhang, Xiang
Author_Institution
Sch. of Comput. Sci., Yangtze Univ., Jingzhou, China
Volume
2
fYear
2010
fDate
30-31 May 2010
Firstpage
349
Lastpage
352
Abstract
The motive of borehole image enhancement is to highlight the details of geological objects. In this paper, an improved unsharp masking algorithm is presented to enhance the contrast of borehole images. This method introduces the local histogram equalization into the nonlinear unsharp masking scheme. The unsharp masking approache is simple and effective for contrast enhancement of high-frequency components, but it suffers from two main drawbacks: (1) The resence of the linear highpass filter makes the system extremely sensitive to the noises. (2) It enhances high-contrast areas much more than areas that do not exhibit high image dynamics. The nonlinear unsharp masking algorithm can adaptively enhance local details for different contrast areas. The local histogram equalization provides high-frequency components of images, which is insensitive to the noises. The proposed method is compared with other techniques in the paper and the experimental result demonstrates that the proposed approach can enhance the fine details of borehole image effectively. It not only reduces the noise influence of the unsharp masking technique, but also enhances the local details of geological objects in borehole images.
Keywords
image enhancement; statistical analysis; borehole image enhancement; geological objects; linear highpass filter; local histogram equalization; unsharp masking method; Adaptive filters; Computer industry; Geology; Histograms; Image enhancement; Laplace equations; Mechatronics; Noise reduction; Nonlinear filters; Wiener filter; borehole image; image enhancement; local histogram equalization; nonlinear unsharp masking;
fLanguage
English
Publisher
ieee
Conference_Titel
Industrial Mechatronics and Automation (ICIMA), 2010 2nd International Conference on
Conference_Location
Wuhan
Print_ISBN
978-1-4244-7653-4
Type
conf
DOI
10.1109/ICINDMA.2010.5538297
Filename
5538297
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