Arid
DOI10.1007/s10916-017-0799-z
Image Retrieval Based on Local Mesh Vector Co-occurrence Pattern for Medical Diagnosis from MRI Brain Images
Jenitta, A.1; Ravindran, R. Samson2
通讯作者Jenitta, A.
来源期刊JOURNAL OF MEDICAL SYSTEMS
ISSN0148-5598
EISSN1573-689X
出版年2017
卷号41期号:10
英文摘要

In modern health-care, for evidence-based diagnosis, there is a requirement for an efficient image retrieval approach to retrieve the cases of interest that have similar characteristics from the large image databases. This paper presents a feature extraction approach that aims at extracting texture features present in the medical images using Local Pattern Descriptor (LPD) and Gray-level Co-occurrence Matrix (GLCM). As a main contribution, a novel local pattern named Local Mesh Vector Co-occurrence Pattern (LMVCoP) has been proposed by concatenating the Local Mesh Co-occurrence Pattern (LMCoP) and the Local Vector Co-occurrence Pattern (LVCoP). The fusion of GLCM with the Local Mesh Pattern (LMeP) and the Local Vector Pattern (LVP) produces LMCoP and LVCoP respectively. The LMVCoP method has been investigated on the Open Access Series of Imaging Studies (OASIS): a Magnetic Resonance Imaging (MRI) brain image database. LMVCoP descriptor achieves 87.57% of ARP and 53.21% of ARR which are higher than the existing methods of LTCoP, PVEP, LBDP, LMeP and LVP. The LMVCoP method enhances the retrieval results of LMeP/LVP from 81.36%/83.52% to 87.57% in terms of ARP on OASIS MRI brain database.


英文关键词Image processing MRI brain images Medical diagnosis Texture based image retrieval Local mesh vector co-occurrence pattern
类型Article
语种英语
国家India
收录类别SCI-E
WOS记录号WOS:000412542500011
WOS关键词DESCRIPTOR
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/2XILL650/200669
作者单位1.Idhaya Engn Coll Women, Dept Elect & Commun Engn, Chinnasalem 606201, Tamil Nadu, India;
2.Mahendra Engn Coll, Dept Elect & Commun Engn, Mallasamuthram, Tamil Nadu, India
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GB/T 7714
Jenitta, A.,Ravindran, R. Samson. Image Retrieval Based on Local Mesh Vector Co-occurrence Pattern for Medical Diagnosis from MRI Brain Images[J],2017,41(10).
APA Jenitta, A.,&Ravindran, R. Samson.(2017).Image Retrieval Based on Local Mesh Vector Co-occurrence Pattern for Medical Diagnosis from MRI Brain Images.JOURNAL OF MEDICAL SYSTEMS,41(10).
MLA Jenitta, A.,et al."Image Retrieval Based on Local Mesh Vector Co-occurrence Pattern for Medical Diagnosis from MRI Brain Images".JOURNAL OF MEDICAL SYSTEMS 41.10(2017).
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