Medical Image Retrieval Approach by Texture Features Fusion Based on Hausdorff Distance

被引:7
|
作者
Sun Xiaoming [1 ]
Zhang Ning [1 ]
Wu Haibin [1 ]
Yu Xiaoyang [1 ]
Wu Xue [1 ]
Yu Shuang [1 ]
机构
[1] Harbin Univ Sci & Technol, Higher Educ Key Lab Measuring & Control Technol &, Harbin 150080, Heilongjiang, Peoples R China
基金
黑龙江省自然科学基金; 中国国家自然科学基金;
关键词
WAVELET TRANSFORM;
D O I
10.1155/2018/7308328
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Medical images play an important role in the hospital diagnosis and treatment, which include a lot of valuable medical information. Manually annotated viewing is obviously not effective in managing large amounts of medical imaging data. Hence it is an important task to establish an efficient and accurate medical image retrieval system. In this paper, a medical image retrieval approach based on Hausdorff distance combining Tamura texture features and wavelet transform algorithm is proposed. The combination of Tamura texture features and wavelet transform features can extract the texture features of medical images more effectively, and Hausdorff distance can reflect the overall similarity of medical image feature set. In this paper, 6 group experiments of brain MRI database and the lung CT database were conducted separately. Experiments show that the proposed approach has higher accuracy than a single feature texture algorithm and is also higher than the approach of Tamura texture features and wavelet transform features combined with Euclidean distance.
引用
收藏
页数:12
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