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Local adaptive contrast enchancement in digital images
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Source ACM International Conference Proceeding Series; Vol. 329 archive
Proceedings of the 3rd international conference on Mobile multimedia communications table of contents
Nafpaktos, Greece
SESSION: Image and video semantics for multimedia table of contents
Article No. 8  
Year of Publication: 2007
ISBN:978-963-06-2670-5
Authors
G. Apostolopoulos  University of Patras, Kato Kastritsi
E. Dermatas  University of Patras, Kato Kastritsi
Sponsor
SIGMULTIMEDIA: ACM Special Interest Group on Multimedia
Publisher
Bibliometrics
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ABSTRACT

In this paper an algorithm for optical quality enhancement in low contrast images is proposed. The brightness dynamic region is increased using a non-linear transformation function, which is adapted from the local contrast. In a new approach, the local contrast is defined in every central pixel, using a four direction masking method and a statistical estimation of the local contrast value. Two adaptive thresholds locate the exact pixel positions where the proposed contrast adjustment algorithm is used to improve the image quality. In the evaluation process, several artificially distorted images are enhanced and the mean square error and peak noise ratio between the restored and the original images are estimated. The experimental results show both objective and subjective improvements in the image quality.


REFERENCES

Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.

 
1
J. R. Jenson, "Introductory digital image processing", Prentice Hall 2005
 
2
Jain, A. K., 1989, "Fundamentals of digital image processing, Prentice-Hall, Eglewood Cliffs NJ
 
3
Rosenfeld, A., and Kalk, A. C., 1982, "Digital Picture Processing", Prentice Hall, Academic Press, San Diego
 
4
J. DiCarlo and B. Wandell, "Rendering high dynamic range images," in Proc. SPIE Electronic Imaging, vol. 3965, (San Jose, CA), pp. 392--401, 2000.
 
5
Pfizer S. M. et al, "Adaptive Histogram Equalization and its Variations", Computer Vision, Graphics and Image Processing, vol. 39, pp. 355--368, 1987.
 
6
J. A. Stark and W. J. Fitzgerald, "An Alternative Algorithm for Adaptive Histogram Equalization", Graphical Models and Image Processing, vol.56, pp.180--185, 1996.
 
7
J. A. Stark, "Adaptive image contrast enhancement using generalizations of histogram equalization," IEEE Transactions on Image Processing, vol. 9, no. 5, pp. 889--896, 2000.
 
8
F. P. P. De Vries "Automatic, adaptive, brightness independent contrast enhancement", Signal Processing vol. 21, pp. 169--182, 1990.
 
9
J. L. Starck, F. Murtagh, E. Candes, and D. L. Donoho, "Gray and color image contrast enhancement by the curvelet transform," IEEE Trans. Im. Proc., vol. 12, pp. 706--717, 2003.
 
10
N. Bonnier and E. P. Simoncelli, "Locally Adaptive Multiscale Contrast Optimization", Proc. 12th IEEE Intl. Conf. Image Processing Vol I, pp 949--952, Sep 2005.
 
11
Seul M., O'Gorman L. and Sammon M., "Practical Algorithms for Image Analysis", Cambridge University Press, 2001
 
12
Hampel F., Ronchetti E., Rousseevw R., Stahel W. "Robust Statistics: An Approach Based on Influence Functions", J. Wiley, 1986
 
13
Tukey J. W., "Exploratory Data Analysis", Addison - Wesley, Reading MA, 1971
 
14
Acre G. R and Mcloughlim M. P. "Theoretical analysis of the max/median filter", IEEE Trans. on Acoustics, Speech and Signal Processing, Vol. 35, No. 1, 1987
 
15
J. Hertz, R. Plamer, "Introduction to the neural computation", Addison Wesley, California, 1991
 
16
Kramer H. and Bruchner J. "Iteration of a non-linear transformation for the enhancement of digital images", IEEE Trans. On Systems, Man and Cybernetics, Vol.7, pp.53--58, 1975
 
17
Serra J. "Image Analysis and Mathematical Morphology", Academic Press, 1982
 
18
Gongalez R. and Woods R., "Digital Image Processing", Addison - Wesley Publishing Co, 1993
 
19
Beghdadi, A., and Negrate, A. L., 1989, "Contrast enhancement technique based on local detection of edges", Computer Vision, Graphics and Image Processing, 46, 162--174.
 
20
Korpi-Anttila, "Automatic color enhancement and scene change detection of digital video", Licentiate thesis, Helsinki University of Technology, Laboratory of Media Technology, 2003.
 
21
D. L. Ruderman, "The statistics of natural images," Network: Computation in Neural Systems, vol. 5, pp. 517--548, 1996.

Collaborative Colleagues:
G. Apostolopoulos: colleagues
E. Dermatas: colleagues