Arid
DOI10.1007/s42452-020-1941-y
An efficient content based image retrieval using enhanced multi-trend structure descriptor
Sathiamoorthy, S.; Natarajan, M.
通讯作者Sathiamoorthy, S
来源期刊SN APPLIED SCIENCES
ISSN2523-3963
EISSN2523-3971
出版年2020
卷号2期号:2
英文摘要This paper contributes a new variant of multi-trend structure descriptor (MTSD) for efficient content based image retrieval. The proposed variant of MTSD encodes color/edge orientation/texture quantized values versus orientation of equal, small and large trends instead of color/edge orientation/texture quantized values versus equal, small and large trends. In addition, it also encodes color/edge orientation/texture quantized values versus average location of distribution of pixel values for equal, small and large trends at each orientation. To reduce the time cost of the proposed variant of MTSD with the preservation of its accuracy, the image is decomposed into fine level using discrete Haar wavelet transform and the fine level for the decomposition of an image is determined empirically. Comprehensive experiments are conducted using the benchmark Corel-1k, Corel-5k, Corel-10k, Caltech-101, LIDC-IDRI-CT, VIA/I-ELCAP-CT and OASIS-MRI image datasets and the results evident that the proposed variant of MTSD achieves the state-of-the-art performance for natural, textural and biomedical image retrieval. Precision and recall are the measures used to measure the accuracy. Euclidean similarity measure is used to calculate the similarity information between query and target images.
英文关键词Multi-trend structure descriptor Euclidean measure Local level structure Precision Recall
类型Article
语种英语
开放获取类型Bronze
收录类别ESCI
WOS记录号WOS:000517964300078
WOS关键词PERFORMANCE EVALUATION ; EXTREMA PATTERN ; SCALE ; REPRESENTATION ; FEATURES ; MRI
WOS类目Multidisciplinary Sciences
WOS研究方向Science & Technology - Other Topics
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/334243
作者单位[Sathiamoorthy, S.] Tamil Virtual Acad, Chennai, Tamil Nadu, India; [Natarajan, M.] Annamalai Univ, Div Comp & Informat Sci, Annamalainagar, India
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Sathiamoorthy, S.,Natarajan, M.. An efficient content based image retrieval using enhanced multi-trend structure descriptor[J],2020,2(2).
APA Sathiamoorthy, S.,&Natarajan, M..(2020).An efficient content based image retrieval using enhanced multi-trend structure descriptor.SN APPLIED SCIENCES,2(2).
MLA Sathiamoorthy, S.,et al."An efficient content based image retrieval using enhanced multi-trend structure descriptor".SN APPLIED SCIENCES 2.2(2020).
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