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DOI | 10.1007/s11042-019-08215-7 |
Biomedical image retrieval by using local directional edge binary patterns and Zernike moments | |
Sucharitha, G.1; Senapati, Ranjan Kumar2 | |
通讯作者 | Sucharitha, G. |
来源期刊 | MULTIMEDIA TOOLS AND APPLICATIONS
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ISSN | 1380-7501 |
EISSN | 1573-7721 |
出版年 | 2020 |
卷号 | 79期号:3-4页码:1847-1864 |
英文摘要 | This paper presents an efficient approach with the reduced length of feature vector for biomedical image retrieval by using global and local features of an image. In order to extract the local features, a new algorithm, local directional edge binary pattern (LDEBP) has been designed. It gathers information from all the possible directions, i.e., 0(0), 45(0), 90(0) and 135(0) for every pixel in the image. The directional information is calculated based on the sign code magnitudes of local differences from the center pixel to its directional pixels. For every pixel, four edges will be calculated by using all the directional information. Lower order Zernike moments are used for extracting the global and shape features of an image. The combination of shape and texture descriptors for biomedical image retrieval showed significant results compared to the state of the art algorithms like LDEP, ZM and LBDP on benchmark database like Emphysema-CT and OASIS-MRI. |
英文关键词 | Local features Global features Local directional edge binary pattern Zernike moments |
类型 | Article |
语种 | 英语 |
国家 | India |
收录类别 | SCI-E |
WOS记录号 | WOS:000495944500007 |
WOS关键词 | FEATURE DESCRIPTOR ; TEXTURE ; CLASSIFICATION ; EFFICIENT ; FACE ; MRI |
WOS类目 | Computer Science, Information Systems ; Computer Science, Software Engineering ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic |
WOS研究方向 | Computer Science ; Engineering |
EI主题词 | 2019-11-12 |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/310840 |
作者单位 | 1.ICFAI Fdn Higher Educ, Dept ECE, Fac Sci & Technol, Hyderabad, Telangana, India; 2.VNR Vignana Jyothi Inst Engn Technol, Dept ECE, Hyderabad, Telangana, India |
推荐引用方式 GB/T 7714 | Sucharitha, G.,Senapati, Ranjan Kumar. Biomedical image retrieval by using local directional edge binary patterns and Zernike moments[J],2020,79(3-4):1847-1864. |
APA | Sucharitha, G.,&Senapati, Ranjan Kumar.(2020).Biomedical image retrieval by using local directional edge binary patterns and Zernike moments.MULTIMEDIA TOOLS AND APPLICATIONS,79(3-4),1847-1864. |
MLA | Sucharitha, G.,et al."Biomedical image retrieval by using local directional edge binary patterns and Zernike moments".MULTIMEDIA TOOLS AND APPLICATIONS 79.3-4(2020):1847-1864. |
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