Brain image processing based on deep learning neural network

Weihua Tian; Sen Wang; Jiaze Wu; Yizheng Peng; Yongzeng Liang; Shifan Ding; Junyan Liu; Yitong Zhang; Zhenhua Zhan

doi:10.1117/12.2675392

25 May 2023 Brain image processing based on deep learning neural network

Weihua Tian, Sen Wang, Jiaze Wu, Yizheng Peng, Yongzeng Liang, Shifan Ding, Junyan Liu, Yitong Zhang, Zhenhua Zhan

Proceedings Volume 12636, Third International Conference on Machine Learning and Computer Application (ICMLCA 2022); 126360W (2023) https://doi.org/10.1117/12.2675392
Event: Third International Conference on Machine Learning and Computer Application (ICMLCA 2022), 2022, Shenyang, China

Abstract

This paper preprocesses four common modes (T1, T1c, T2, Flair) images in clinical brain MRI examination, including image denoising, histogram equalization and offset field correction, and uses convolutional neural network model to segment the image at the pixel level. Compared with the pathologist's manual image segmentation standard, the segmentation accuracy is 95.20%, the F1 coefficient is 0.689, and the Jaccard coefficient is 0.569. Finally, an assistant diagnostic system of automatic segmentation of brain glioma images is designed, which includes a set of UI interface, which is convenient for clinicians and pathologists to use.

Citation Download Citation

Weihua Tian, Sen Wang, Jiaze Wu, Yizheng Peng, Yongzeng Liang, Shifan Ding, Junyan Liu, Yitong Zhang, and Zhenhua Zhan "Brain image processing based on deep learning neural network", Proc. SPIE 12636, Third International Conference on Machine Learning and Computer Application (ICMLCA 2022), 126360W (25 May 2023); https://doi.org/10.1117/12.2675392

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available