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Special Issue: Machine Learning and Big Data in Medical Image Analysis

Guest Editors

Prof. Heye Zhang
School of Biomedical Engineering, Sun Yat-Sen University, China
Email: zhangheye@mail.sysu.edu.cn


Prof. Shuo Li
Department of Medical Imaging, Western University, Canada
Email: slishuo@gmail.com


Manuscript Topics

Because of the potential of machine learning and big data in efficiently providing powerful tool for image analysis, a large number of medical image applications of machine learning using big data have been developed in the past years. However, the increasing volume of medical data has brought a great difficulty in real-time processing. Furthermore, the medical data collected via different imaging technology are so huge, which require a powerful framework to understand these data efficiently. All these barriers prohibit the translation of the machine learning technology into daily clinical practice. The rapid development of machine learning theory has stimulated different algorithms in processing big data efficiently, for example deep learning in real-time face recognition. Thus, the combination of medical image analysis and machine learning theory might have the potential to alleviate the pressure on healthcare systems. This special issue will focus on the technical challenges and future trend of Machine learning and big data in medical image analysis.


Potential topics include, but are not limited to:

• Theory and foundation research of Machine learning for medical image analysis
• Innovative and intelligent medical image processing applications
• Imbalance and unstructured medical data representation
• Machine learning algorithm in compatible embedded system for image analysis
• Intelligent understanding of medical diagnosis over medical image data.
• Security, privacy, integrity, and trust in medical image analysis
• Real-time processing of big data (e.g. CT or MRI image)
• Clouding computing for medical image analysis


Instructions for authors
https://www.aimspress.com/mbe/news/solo-detail/instructionsforauthors
Please submit your manuscript to online submission system
http://oeps.aimspress.com/mbe/ch/author/login.aspx

Paper Submission

All manuscripts will be peer-reviewed before their acceptance for publication. The deadline for manuscript submission is 30 June 2019

Published Papers(6)

Research article
Comparison of airflow characteristics after Draf Ⅲ frontal sinus surgery and normal person by numerical simulation
Cheng Li Xiuzhen Sun Ming Zhao Shen Yu Qian Huang Xiaoqing Zhang Zhenxiao Huang Shunjiu Cui Bing Zhou
2019, Volume 16, Issue 4: 1750-1760. doi: 10.3934/mbe.2019084
Abstract HTML PDF Cited (2) Viewed (5627)
Research article
Test method for health-related physical fitness of college students in mobile internet environment
Xu Lu Chuan Yang Yujing Zhang Shanqiu Huang Li Li Haoqun Chen Long Gao Yan Ma Wei Song
2019, Volume 16, Issue 4: 2189-2201. doi: 10.3934/mbe.2019107
Abstract HTML PDF Cited (7) Viewed (6671)
Research article
Skeletal bone age assessments for young children based on regression convolutional neural networks
Pengyi Hao Sharon Chokuwa Xuhang Xie Fuli Wu Jian Wu Cong Bai
2019, Volume 16, Issue 6: 6454-6466. doi: 10.3934/mbe.2019323
Abstract HTML PDF Cited (16) Viewed (6345)
Research article
Sample entropy and surrogate data analysis for Alzheimer’s disease
Xuewei Wang Xiaohu Zhao Fei Li Qiang Lin Zhenghui Hu
2019, Volume 16, Issue 6: 6892-6906. doi: 10.3934/mbe.2019345
Abstract HTML PDF Cited (9) Viewed (5074)
Research article
A calibration of E-field probe based on tissue-equivalent liquid waveguide and evaluation of uncertainty
Dianyuan Qi Zongying Yu Jing Zhao Fangzhu Zou
2019, Volume 16, Issue 6: 7911-7920. doi: 10.3934/mbe.2019397
Abstract HTML PDF Viewed (4113)
Research article
A comprehensive health classification model based on support vector machine for proseal laryngeal mask and tracheal catheter assessment in herniorrhaphy
Zhenshuang Du Qingwei Yang Hefan He Mingxia Qiu Zhiyao Chen Qingfu Hu Qingmao Wang Ziping Zhang Qionghua Lin Liuyue Huang Yajiao Huang
2020, Volume 17, Issue 2: 1838-1854. doi: 10.3934/mbe.2020097
Abstract HTML PDF Cited (1) Viewed (4874)