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Comparison of Similarity Measurement Metrics on Medical Image Data
Samantaray, Aswini. K.; Rahulkar, Amol D.
通讯作者Samantaray, AK (corresponding author), Natl Inst Technol Goa, Dept EEE, Veling, Goa, India.
会议名称10th International Conference on Computing, Communication and Networking Technologies (ICCCNT)
会议日期JUL 06-08, 2019
会议地点IIT Kanpur, Kanpur, INDIA
英文摘要Similarity measurement plays an important role to solve many pattern recognition problems such as classification, clustering and particularly the content based image retrieval problems. In this paper, a detailed comparison of 10 similarity measures has been presented for medical image retrieval. Different types of medical images from databases such as NEMA, OASIS and EXACT09 are used to evaluate the performance. Features of all the medical images are extracted using Log-Gabor wavelet. The effectiveness of all the distance metrics are investigated and tested on more than 800 medical images from the databases. It is observed from the experimental results that the retrieval performance can be improved by the distance measures like Bray- Curtis and Canberra distance metric as compared to other existing distance based approach.
英文关键词Log Gabor wavelet Features extraction Similarity measurement Image retrieval
来源出版物2019 10TH INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND NETWORKING TECHNOLOGIES (ICCCNT)
ISSN2162-7665
出版年2019
ISBN978-1-5386-5906-9
出版者IEEE
类型Proceedings Paper
语种英语
收录类别CPCI-S
WOS记录号WOS:000525828100277
WOS类目Computer Science, Hardware & Architecture ; Telecommunications
WOS研究方向Computer Science ; Telecommunications
资源类型会议论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/370082
作者单位[Samantaray, Aswini. K.; Rahulkar, Amol D.] Natl Inst Technol Goa, Dept EEE, Veling, Goa, India
推荐引用方式
GB/T 7714
Samantaray, Aswini. K.,Rahulkar, Amol D.. Comparison of Similarity Measurement Metrics on Medical Image Data[C]:IEEE,2019.
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