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DOI | 10.1007/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
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ISSN | 2523-3963 |
EISSN | 2523-3971 |
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 |
推荐引用方式 GB/T 7714 | 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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