DocumentCode :
1876848
Title :
A new multiresolution generalized directional filter bank design and application in image enhancement
Author :
Patel, Vishal M. ; Easley, Glenn R. ; Healy, Dennis M., Jr.
Author_Institution :
Univ. of Maryland, College Park, MD
fYear :
2008
fDate :
12-15 Oct. 2008
Firstpage :
2816
Lastpage :
2819
Abstract :
In this paper, we present an image enhancement technique based on a new multiscale generalized directional filter bank design. The design presented is a shift-invariant overcomplete representation, which is well suited to extracting geometric features such as edges. Special cases of this design method can be made to reduce to different and improved implementations of the shearlet and the contourlet transforms, which are known to represent certain classes of images optimally. Use of this new filter bank design has proven itself competitive in image restoration for noisy images and is well suited for distinguishing noise from weak edges. Experimental results show that our unique image enhancement technique out-performs wavelet and contourlet based enhancement methods.
Keywords :
channel bank filters; feature extraction; image enhancement; image resolution; image restoration; transforms; contourlet transform; geometric feature extraction; image enhancement; image restoration; multiresolution generalized directional filter bank design; shearlet transform; shift-invariant overcomplete representation; Algorithm design and analysis; Approximation error; Channel bank filters; Design methodology; Discrete transforms; Filter bank; Frequency; Image enhancement; Image resolution; Multidimensional systems; Image enhancement; Image processing; Multidimensional digital filters; Wavelet transforms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on
Conference_Location :
San Diego, CA
ISSN :
1522-4880
Print_ISBN :
978-1-4244-1765-0
Electronic_ISBN :
1522-4880
Type :
conf
DOI :
10.1109/ICIP.2008.4712380
Filename :
4712380
Link To Document :
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