Retrieval of Brain Tumors with Region-Specific Bag-of-Visual-Words Representations in Contrast-Enhanced MRI Images
Joint Authors
Yu, Mei
Yang, Wei
Huang, Meiyan
Feng, Qianjin
Chen, Wufan
Lu, Zhentai
Source
Computational and Mathematical Methods in Medicine
Issue
Vol. 2012, Issue 2012 (31 Dec. 2012), pp.1-17, 17 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2012-11-25
Country of Publication
Egypt
No. of Pages
17
Main Subjects
Abstract EN
A content-based image retrieval (CBIR) system is proposed for the retrieval of T1-weighted contrast-enhanced MRI (CE-MRI) images of brain tumors.
In this CBIR system, spatial information in the bag-of-visual-words model and domain knowledge on the brain tumor images are considered for the representation of brain tumor images.
A similarity metric is learned through a distance metric learning algorithm to reduce the gap between the visual features and the semantic concepts in an image.
The learned similarity metric is then used to measure the similarity between two images and then retrieve the most similar images in the dataset when a query image is submitted to the CBIR system.
The retrieval performance of the proposed method is evaluated on a brain CE-MRI dataset with three types of brain tumors (i.e., meningioma, glioma, and pituitary tumor).
The experimental results demonstrate that the mean average precision values of the proposed method range from 90.4% to 91.5% for different views (transverse, coronal, and sagittal) with an average value of 91.0%.
American Psychological Association (APA)
Huang, Meiyan& Yang, Wei& Yu, Mei& Lu, Zhentai& Feng, Qianjin& Chen, Wufan. 2012. Retrieval of Brain Tumors with Region-Specific Bag-of-Visual-Words Representations in Contrast-Enhanced MRI Images. Computational and Mathematical Methods in Medicine،Vol. 2012, no. 2012, pp.1-17.
https://search.emarefa.net/detail/BIM-459915
Modern Language Association (MLA)
Huang, Meiyan…[et al.]. Retrieval of Brain Tumors with Region-Specific Bag-of-Visual-Words Representations in Contrast-Enhanced MRI Images. Computational and Mathematical Methods in Medicine No. 2012 (2012), pp.1-17.
https://search.emarefa.net/detail/BIM-459915
American Medical Association (AMA)
Huang, Meiyan& Yang, Wei& Yu, Mei& Lu, Zhentai& Feng, Qianjin& Chen, Wufan. Retrieval of Brain Tumors with Region-Specific Bag-of-Visual-Words Representations in Contrast-Enhanced MRI Images. Computational and Mathematical Methods in Medicine. 2012. Vol. 2012, no. 2012, pp.1-17.
https://search.emarefa.net/detail/BIM-459915
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-459915