Title :
An image enhancement technique in the DCT domain for cancer detection
Author :
Liu, Xiaoming ; Sun, Qingling ; Tang, Jinshan
Author_Institution :
Dept. of Adv. Technol., Alcorn State Univ., Lorman, MS
Abstract :
In this paper, we develop an image enhancement technology in the DCT domain for radiologists to screen mammograms. The proposed algorithm is an improved version of the algorithm developed. The improved algorithm overcomes the shortcomings of the old algorithm which requires manual adjustment of multiple parameters to realize non-uniform enhancement in different frequency bands. The proposed image enhancement algorithm is expressed as an optimization problem. In the optimization problem, the optimal local enhancement factors are found so that the target global contrast value is achieved which is specified by a user. Because it´s a multi-variable optimization problem, genetic algorithm is used to search the optimal parameters. The experimental results show that the algorithm is progressive.
Keywords :
cancer; computerised tomography; genetic algorithms; mammography; medical image processing; optimisation; DCT domain; cancer detection; genetic algorithm; image enhancement technique; mammogram screening; optimal local enhancement factors; optimization; Breast cancer; Cancer detection; Discrete cosine transforms; Genetic algorithms; Image coding; Image enhancement; Image processing; Mammography; Wavelet transforms; X-ray detection;
Conference_Titel :
Signals, Systems and Computers, 2008 42nd Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4244-2940-0
Electronic_ISBN :
1058-6393
DOI :
10.1109/ACSSC.2008.5074760