个人信息Personal Information
教授
博士生导师
硕士生导师
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:数学科学学院
学科:计算数学
办公地点:创新园大厦(海山楼)B1313
联系方式:84708351-8093
电子邮箱:zxsu@dlut.edu.cn
Medical image enhancement algorithm based on wavelet transform
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论文类型:期刊论文
发表时间:2010-01-21
发表刊物:ELECTRONICS LETTERS
收录刊物:SCIE、EI、Scopus
卷号:46
期号:2
页面范围:120-U33
ISSN号:0013-5194
摘要:Low contrast and poor quality are main problems in the production of medical images. By using the wavelet transform and Haar transform, a novel image enhancement approach is proposed. First, a medical image was decomposed with wavelet transform. Secondly, all high-frequency sub-images were decomposed with Haar transform. Thirdly, noise in the frequency field was reduced by the soft-threshold method. Fourthly, high-frequency coefficients were enhanced by different weight values in different sub-images. Then, the enhanced image was obtained through the inverse wavelet transform and inverse Haar transform. Lastly, the image's histogram was stretched by nonlinear histogram equalisation. Experiments showed that this method can not only enhance an image's details but can also preserve its edge features effectively.