DocumentCode :
1225565
Title :
Chromosome image enhancement using multiscale differential operators
Author :
Wang, Yu-Ping ; Wu, Qiang ; Castleman, Kenneth R. ; Xiong, Zixiang
Author_Institution :
Adv. Digital Imaging Res., League City, TX, USA
Volume :
22
Issue :
5
fYear :
2003
fDate :
5/1/2003 12:00:00 AM
Firstpage :
685
Lastpage :
693
Abstract :
Chromosome banding patterns are very important features for karyotyping, based on which cytogenetic diagnosis procedures are conducted. Due to cell culture, staining, and imaging conditions, image enhancement is a desirable preprocessing step before performing chromosome classification. In this paper, we apply a family of differential wavelet transforms (Wang and Lee, 1998), (Wang, 1999) for this purpose. The proposed differential filters facilitate the extraction of multiscale geometric features of chromosome images. Moreover, desirable fast computation can be realized. We study the behavior of both banding edge pattern and noise in the wavelet transform domain. Based on the fact that image geometrical features like edges are correlated across different scales in the wavelet representation, a multiscale point-wise product (MPP) is used to characterize the correlation of the image features in the scale-space. A novel algorithm is proposed for the enhancement of banding patterns in a chromosome image. In order to compare objectively the performance of the proposed algorithm against several existing image-enhancement techniques, a quantitative criteria, the contrast improvement ratio (CIR), has been adopted to evaluate the enhancement results. The experimental results indicate that the proposed method consistently outperforms existing techniques in terms of the CIR measure, as well as in visual effect. The effect of enhancement on cytogenetic diagnosis is further investigated by classification tests conducted prior to and following the chromosome image enhancement. In comparison with conventional techniques, the proposed method leads to better classification results, thereby benefiting the subsequent cytogenetic diagnosis.
Keywords :
biomedical optical imaging; cellular biophysics; genetics; image enhancement; optical microscopy; wavelet transforms; banding edge pattern; chromosome image enhancement; contrast improvement ratio; cytogenetic diagnosis; differential wavelet transforms; edges; fast computation; medical diagnostic imaging; multiscale differential operators; multiscale geometric features; multiscale point-wise product; wavelet transform domain; Biological cells; Cells (biology); Cities and towns; Digital images; Filters; Image enhancement; Testing; Visual effects; Wavelet domain; Wavelet transforms; Algorithms; Chromosomes; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Karyotyping; Quality Control; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted;
fLanguage :
English
Journal_Title :
Medical Imaging, IEEE Transactions on
Publisher :
ieee
ISSN :
0278-0062
Type :
jour
DOI :
10.1109/TMI.2003.812255
Filename :
1207403
Link To Document :
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