Arid
DOI10.1007/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
ISSN0148-5598
EISSN1573-689X
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
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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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