BMRMIA:A Platform for Radiologists to Systematically Learn Automated Medical Image Analysis by Three Dimensional Medical Decision Support System  

作　　者：Yankun Cao Lina Xu Zhi Liu Xiaoyan Xiao Mingyu Wang Qin Li Hongji Xu Geng Yang 

机构地区：[1]School of Software,Shandong University,Jinan,250101,China [2]School of Information Science and Engineering,Shandong University,Qingdao,266237,China [3]School of Computer Science and Technology,Shandong Jianzhu University,Jinan,250012,China [4]Department of Nephrology,Qilu Hospital of Shandong University,Jinan,250012,China [5]State Key Laboratory of ASIC&Systems,The School of Microelectronics,Fudan University,Shanghai,200433,China [6]Shenzhen Institute of Information Technology,Shenzhen,518172,China

出　　处：《Computer Modeling in Engineering & Sciences》2022年第5期851-863,共13页工程与科学中的计算机建模（英文）

基　　金：This work is supported in part by the Major Fundamental Research of Natural Science Foundation of Shandong Province under Grant ZR2019ZD05;Joint Fund for Smart Computing of Shandong Natural Science Foundation under Grant ZR2020LZH013;the Scientific Research Platform and Projects of Department of Education of Guangdong Province under Grant 2019GKQNCX121;the Intelligent Perception and Computing Innovation Platform of the Shenzhen Institute of Information Technology under Grant PT2019E001.

摘　　要：Contribution:This paper designs a learning and training platform that can systematically help radiologists learn automated medical image analysis technology.The platform can help radiologists master deep learning theories and medical applications such as the three-dimensional medical decision support system,and strengthen the teaching practice of deep learning related courses in hospitals,so as to help doctors better understand deep learning knowledge and improve the efficiency of auxiliary diagnosis.Background:In recent years,deep learning has been widely used in academia,industry,andmedicine.An increasing number of companies are starting to recruit a large number of professionals in the field of deep learning.Increasing numbers of colleges and universities also offer courses related to deep learning to help radiologists learn automated medical image analysis techniques.For now,however,there is no practical training platform that can help radiologists learn automated medical image analysis systematically.ApplicationDesign:The platform proposes the basic learning,model combat,business application(BMR)concept,including the learning guidance system and the assessment training system,which constitutes a closed-loop learning guidance mode of“learning-assessment-training-learning”.Findings:The survey results show that most of radiologists met their learning expectations by using this platform.The platform can help radiologists master deep learning techniques quickly,comprehensively and firmly.

关 键 词：BMR deep learning three dimensional medical decision support system deep learning engineer standard 

分 类 号：R445.3[医药卫生—影像医学与核医学] TP391.41[医药卫生—诊断学]