Proceedings of the 2022 6th International Seminar on Education, Management and Social Sciences (ISEMSS 2022)

An Application of Prior Knowledge on Detection of Brain Tumors in Magnetic Resonance Imaging Images

Authors
Sicong Chen1, *
1Software Engineering, East China Normal University, Shanghai, 200136, China
*Corresponding author. Email: 10195101402@stu.ecnu.edu.cn
Corresponding Author
Sicong Chen
Available Online 29 December 2022.
DOI
10.2991/978-2-494069-31-2_362How to use a DOI?
Keywords
Brain tumors; deep learning; prior knowledge; MRI images
Abstract

Brain diseases, such as brain tumors, are essential problems in people’s health. As a result, brain tumor detection has become a demanding and challenging task. In this paper, an interpretable method is proposed to introduce the prior knowledge of magnetic resonance imaging (MRI) images to brain tumor detection along with a pre-trained ResNeXt50(32×4d). Experiments are conducted over 7 different seeds and 6 different epochs. An outstanding accuracy of 95.13% was achieved on the test dataset. Compared with the traditional training method, this method improves the performance by 0.83% in the best case. Experimental results indicate that prior knowledge enhances performance on brain tumor detection by about 0.5% overall, proving that this method is useful and be of value for reference.

Copyright
© 2022 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

Download article (PDF)

Volume Title
Proceedings of the 2022 6th International Seminar on Education, Management and Social Sciences (ISEMSS 2022)
Series
Advances in Social Science, Education and Humanities Research
Publication Date
29 December 2022
ISBN
978-2-494069-31-2
ISSN
2352-5398
DOI
10.2991/978-2-494069-31-2_362How to use a DOI?
Copyright
© 2022 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

Cite this article

TY  - CONF
AU  - Sicong Chen
PY  - 2022
DA  - 2022/12/29
TI  - An Application of Prior Knowledge on Detection of Brain Tumors in Magnetic Resonance Imaging Images
BT  - Proceedings of the 2022 6th International Seminar on Education, Management and Social Sciences (ISEMSS 2022)
PB  - Atlantis Press
SP  - 3087
EP  - 3094
SN  - 2352-5398
UR  - https://doi.org/10.2991/978-2-494069-31-2_362
DO  - 10.2991/978-2-494069-31-2_362
ID  - Chen2022
ER  -