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DOI | 10.1007/s10916-011-9764-4 |
Directional Binary Wavelet Patterns for Biomedical Image Indexing and Retrieval | |
Murala, Subrahmanyam1; Maheshwari, R. P.; Balasubramanian, R.2 | |
通讯作者 | Murala, Subrahmanyam |
来源期刊 | JOURNAL OF MEDICAL SYSTEMS
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ISSN | 0148-5598 |
EISSN | 1573-689X |
出版年 | 2012 |
卷号 | 36期号:5页码:2865-2879 |
英文摘要 | A new algorithm for medical image retrieval is presented in the paper. An 8-bit grayscale image is divided into eight binary bit-planes, and then binary wavelet transform (BWT) which is similar to the lifting scheme in real wavelet transform (RWT) is performed on each bitplane to extract the multi-resolution binary images. The local binary pattern (LBP) features are extracted from the resultant BWT sub-bands. Three experiments have been carried out for proving the effectiveness of the proposed algorithm. Out of which two are meant for medical image retrieval and one for face retrieval. It is further mentioned that the database considered for three experiments are OASIS magnetic resonance imaging (MRI) database, NEMA computer tomography (CT) database and PolyU-NIRFD face database. The results after investigation shows a significant improvement in terms of their evaluation measures as compared to LBP and LBP with Gabor transform. |
英文关键词 | Directional Binary Wavelet Patterns (DBWP) Local Binary Patterns (LBP) Image retrieval |
类型 | Article |
语种 | 英语 |
国家 | India |
收录类别 | SCI-E |
WOS记录号 | WOS:000307994400017 |
WOS关键词 | INVARIANT TEXTURE CLASSIFICATION ; FEATURE DISTRIBUTIONS ; FILTER DESIGN ; RECOGNITION ; TRANSFORM |
WOS类目 | Health Care Sciences & Services ; Medical Informatics |
WOS研究方向 | Health Care Sciences & Services ; Medical Informatics |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/173757 |
作者单位 | 1.Indian Inst Technol, Dept Elect Engn, Instrumentat & Signal Proc Lab, Roorkee 247667, Uttarakhand, India; 2.Indian Inst Technol, Dept Math, Roorkee 247667, Uttarakhand, India |
推荐引用方式 GB/T 7714 | Murala, Subrahmanyam,Maheshwari, R. P.,Balasubramanian, R.. Directional Binary Wavelet Patterns for Biomedical Image Indexing and Retrieval[J],2012,36(5):2865-2879. |
APA | Murala, Subrahmanyam,Maheshwari, R. P.,&Balasubramanian, R..(2012).Directional Binary Wavelet Patterns for Biomedical Image Indexing and Retrieval.JOURNAL OF MEDICAL SYSTEMS,36(5),2865-2879. |
MLA | Murala, Subrahmanyam,et al."Directional Binary Wavelet Patterns for Biomedical Image Indexing and Retrieval".JOURNAL OF MEDICAL SYSTEMS 36.5(2012):2865-2879. |
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