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Zernike Moments-Based Retrieval of CT and MR Images | |
Aggarwa, Ashutosh; Singh, Karamjeet | |
通讯作者 | Aggarwa, Ashutosh |
会议名称 | 12 IEEE Int C Elect Energy Env Communications Computer Control |
会议日期 | DEC 17-20, 2015 |
会议地点 | New Delhi, INDIA |
英文摘要 | Success of any image retrieval system depends heavily on the feature extraction capability of its feature descriptor. In this paper, we present a biomedical image retrieval system which uses Zernike moments (ZMs) for extracting features from CT and MRI medical images. ZMs belong to the class of orthogonal rotation invariant moments (ORIMs) and possess very useful characteristics such as superior information representation capability with minimum redundancy, insensitivity to image noise etc. Existence of these properties as well as the ability of lower order ZMs to discriminate between different image shapes and textures motivated us to use ZMs for biomedical retrieval application. To prove the effectiveness of our system, two experiments have been carried out on two different medical databases i.e. Emphysema-CT database for CT image retrieval and OASIS-MRI database for MR image retrieval. Investigation of results demonstrate the superior performance of the proposed system as compared to local binary pattern (LBP), local diagonal extrema pattern (LDEP) in terms of various evaluation measures like ARR, ARP, F_score and mAP. |
英文关键词 | Biomedical Image Retrieval Zernike Moments LBP LDEP |
来源出版物 | 2015 ANNUAL IEEE INDIA CONFERENCE (INDICON) |
ISSN | 2325-940X |
出版年 | 2015 |
EISBN | 978-1-4673-6540-6 |
出版者 | IEEE |
类型 | Proceedings Paper |
语种 | 英语 |
国家 | India |
收录类别 | CPCI-S |
WOS记录号 | WOS:000380475300027 |
WOS关键词 | LOCAL BINARY PATTERNS ; TEXTURE ; DIRECTIONS |
WOS类目 | Computer Science, Interdisciplinary Applications ; Engineering, Electrical & Electronic |
WOS研究方向 | Computer Science ; Engineering |
资源类型 | 会议论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/303625 |
作者单位 | Punjabi Univ, Dept Comp Sci, Patiala 147002, Punjab, India |
推荐引用方式 GB/T 7714 | Aggarwa, Ashutosh,Singh, Karamjeet. Zernike Moments-Based Retrieval of CT and MR Images[C]:IEEE,2015. |
条目包含的文件 | 条目无相关文件。 |
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