干旱区生态环境知识资源中心(Arid): A Robust Distributed Deep Learning Approach to Detect Alzheimer's Disease from MRI Images

Arid

DOI	10.3390/math11122633
	A Robust Distributed Deep Learning Approach to Detect Alzheimer's Disease from MRI Images
	Ghosh, Tapotosh; Palash, Md Istakiak Adnan; Yousuf, Mohammad Abu; Hamid, Md. Abdul; Monowar, Muhammad Mostafa; Alassafi, Madini O.
通讯作者	Yousuf, MA
来源期刊	MATHEMATICS
EISSN	2227-7390
出版年	2023
卷号	11 期号:12
英文摘要	Alzheimer's disease has become a major concern in the healthcare domain as it is growing rapidly. Much research has been conducted to detect it from MRI images through various deep learning approaches.However, the problems of the availability of medical data and preserving the privacy of patients still exists. To mitigate this issue in Alzheimer's disease detection, we implement the federated approach, which is found to be more efficient, robust, and consistent compared with the conventional approach. For this, we need deep excavation on various orientations of MRI images and transfer learning architectures. Then, we utilize two publicly available datasets (OASIS and ADNI) and design various cases to evaluate the performance of the federated approach. The federated approach achieves better accuracy and sensitivity compared with the conventional approaches in most of the cases. Moreover, the robustness of the proposed approach is also found to be better than the conventional approach. In our federated approach, MobileNet, a low-cost transfer learning architecture, achieves the highest 95.24%, 81.94%, and 83.97% accuracy in the OASIS, ADNI, and merged (ADNI + OASIS) test sets, which is much higher than the achieved performance in the conventional approach. Furthermore, in the proposed approach, only the weights of the model are shared, which keeps the original MRI images in their respective hospital or institutions, preserving privacy in the healthcare domain.
英文关键词	federated learning Alzheimer's disease medical imaging MRI image
类型	Article
语种	英语
开放获取类型	Green Submitted, gold
收录类别	SCI-E
WOS记录号	WOS:001017360100001
WOS关键词	DIAGNOSIS ; MODEL
WOS类目	Mathematics
WOS研究方向	Mathematics
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/397813
推荐引用方式 GB/T 7714	Ghosh, Tapotosh,Palash, Md Istakiak Adnan,Yousuf, Mohammad Abu,et al. A Robust Distributed Deep Learning Approach to Detect Alzheimer's Disease from MRI Images[J],2023,11(12).
APA	Ghosh, Tapotosh,Palash, Md Istakiak Adnan,Yousuf, Mohammad Abu,Hamid, Md. Abdul,Monowar, Muhammad Mostafa,&Alassafi, Madini O..(2023).A Robust Distributed Deep Learning Approach to Detect Alzheimer's Disease from MRI Images.MATHEMATICS,11(12).
MLA	Ghosh, Tapotosh,et al."A Robust Distributed Deep Learning Approach to Detect Alzheimer's Disease from MRI Images".MATHEMATICS 11.12(2023).