Directional Binary Wavelet Patterns for Biomedical Image Indexing and Retrieval

被引:87
作者
Murala, Subrahmanyam [1 ]
Maheshwari, R. P.
Balasubramanian, R. [2 ]
机构
[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
关键词
Directional Binary Wavelet Patterns (DBWP); Local Binary Patterns (LBP); Image retrieval; INVARIANT TEXTURE CLASSIFICATION; FILTER DESIGN;
D O I
10.1007/s10916-011-9764-4
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
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.
引用
收藏
页码:2865 / 2879
页数:15
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