Medical Image Retrieval Using Empirical Mode Decomposition with Deep Convolutional Neural Network
Joint Authors
Zhang, Shaomin
Zhou, Tao
Zhi, Lijia
Source
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-12-28
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
Content-based medical image retrieval (CBMIR) systems attempt to search medical image database to narrow the semantic gap in medical image analysis.
The efficacy of high-level medical information representation using features is a major challenge in CBMIR systems.
Features play a vital role in the accuracy and speed of the search process.
In this paper, we propose a deep convolutional neural network- (CNN-) based framework to learn concise feature vector for medical image retrieval.
The medical images are decomposed into five components using empirical mode decomposition (EMD).
The deep CNN is trained in a supervised way with multicomponent input, and the learned features are used to retrieve medical images.
The IRMA dataset, containing 11,000 X-ray images, 116 classes, is used to validate the proposed method.
We achieve a total IRMA error of 43.21 and a mean average precision of 0.86 for retrieval task and IRMA error of 68.48 and F1 measure of 0.66 on classification task, which is the best result compared with existing literature for this dataset.
American Psychological Association (APA)
Zhang, Shaomin& Zhi, Lijia& Zhou, Tao. 2020. Medical Image Retrieval Using Empirical Mode Decomposition with Deep Convolutional Neural Network. BioMed Research International،Vol. 2020, no. 2020, pp.1-12.
https://search.emarefa.net/detail/BIM-1136108
Modern Language Association (MLA)
Zhang, Shaomin…[et al.]. Medical Image Retrieval Using Empirical Mode Decomposition with Deep Convolutional Neural Network. BioMed Research International No. 2020 (2020), pp.1-12.
https://search.emarefa.net/detail/BIM-1136108
American Medical Association (AMA)
Zhang, Shaomin& Zhi, Lijia& Zhou, Tao. Medical Image Retrieval Using Empirical Mode Decomposition with Deep Convolutional Neural Network. BioMed Research International. 2020. Vol. 2020, no. 2020, pp.1-12.
https://search.emarefa.net/detail/BIM-1136108
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1136108