Wavelet-based histogram equalization enhancement of gastric sonogram images

被引:38
作者
Fu, JC [1 ]
Lien, HC [1 ]
Wong, STC [1 ]
机构
[1] Da Yeh Univ, Dept Ind Engn, Automated Measurement & Diagnost Syst Lab, Taichung, Taiwan
关键词
image enhancement; wavelet transform; digital sonogram; entropy;
D O I
10.1016/S0895-6111(00)00007-0
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The gray levels of gastric sonogram images are usually concentrated at the zero end of the spectrum, making the image too low in contrast and too dark for the naked eye. Though histogram equalization can enhance the contrast by redistributing the gray levels, it has the drawback that it reduces the information in the processed image. In this paper, a wavelet-based enhancement algorithm post-processor is used to further enhance the image and compensate for the information loss during histogram equalization. Experimental results show that the wavelet-based enhancement algorithm can enhance the contrast and significantly increase the informational entropy of the image. Because the combination of the histogram equalization and wavelet approach can dramatically increase the contrast and maintain information rate in gastric sonograms, it has the potential to improve clinical diagnosis and research. (C) 2000 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:59 / 68
页数:10
相关论文
共 16 条
[1]  
[Anonymous], 1996, Wavelet toolbox
[2]  
AWCOCK AW, 1996, APPL IMAGE PROCESSIN
[3]  
Burrus C.S., 1998, introduction to Wavelets and Wavelet Transforms-A Primer
[4]   THE WAVELET TRANSFORM, TIME-FREQUENCY LOCALIZATION AND SIGNAL ANALYSIS [J].
DAUBECHIES, I .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1990, 36 (05) :961-1005
[5]   ENHANCEMENT OF MAMMOGRAPHIC FEATURES BY OPTIMAL ADAPTIVE NEIGHBORHOOD IMAGE-PROCESSING [J].
DHAWAN, AP ;
BUELLONI, G ;
GORDON, R .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1986, 5 (01) :8-15
[6]   MULTICENTER TRIAL OF AUTOMATED BORDER DETECTION IN CARDIAC MR IMAGING [J].
FLEAGLE, SR ;
THEDENS, DR ;
STANFORD, W ;
PETTIGREW, RI ;
REICHEK, N ;
SKORTON, DJ .
JMRI-JOURNAL OF MAGNETIC RESONANCE IMAGING, 1993, 3 (02) :409-415
[7]   APPLICATION OF ENTROPY FUNCTIONS IN ONLINE VIBRATION CLASSIFICATION FOR CYLINDRICAL PLUNGE GRINDING [J].
FU, JC ;
MORI, K ;
YOKOMICHI, M .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1994, 32 (06) :1477-1487
[8]   FEATURE ENHANCEMENT OF FILM MAMMOGRAMS USING FIXED AND ADAPTIVE NEIGHBORHOODS [J].
GORDON, R ;
RANGAYYAN, RM .
APPLIED OPTICS, 1984, 23 (04) :560-564
[9]  
LAINE A, 1992, P SPIE C VIS BIOM CO, P610
[10]  
LAINE A, 1994, IEEE T MED IMAGE, V13, P735