AFM-DViT: A framework for IoT-driven medical image analysis

doi:10.1016/j.aej.2024.10.118

	AFM-DViT: A framework for IoT-driven medical image analysis
	Yang, Jiacheng
	2025-02
发表期刊	Alexandria Engineering Journal
卷号	113 页码:294-305
摘要	With the rise of Internet of Things (IoT) in healthcare, automated medical image analysis has become essential for real-time disease detection. However, current models face limitations in handling diverse datasets and ensuring privacy across distributed systems. To address these challenges, we propose the AFM-DViT model, which integrates adaptive federated learning with Vision Transformer, significantly enhancing diagnostic accuracy and efficiency in IoT-based settings. Our framework not only improves detection capabilities but also effectively addresses critical issues related to data privacy and heterogeneity in medical imaging. Experimental results demonstrate that AFM-DViT outperforms state-of-the-art methods by achieving an AUROC of 0.841 and sensitivity of 0.925 on the ChestX-ray14 dataset, alongside a sensitivity of 0.888 with an AUC of 0.905 on the LUNA16 dataset. These results highlight the model's robust detection accuracy while maintaining data privacy. The AFM-DViT model offers an effective solution for secure and efficient medical image analysis in IoT-enabled environments. © 2024 The Author
关键词	Medical imaging Adaptive federated learning AFM Current modeling Diagnostic efficiency Disease detection Distributed systems Medical image analysis Privacy preservation Real- time Vision transformer
DOI	10.1016/j.aej.2024.10.118
收录类别	EI
ISSN	1110-0168
语种	英语
出版者	Elsevier B.V.
EI入藏号	20244717408539
EI主题词	Differential privacy
EI分类号	101.1 ; 1106.2 ; 1108.1 ; 746 Imaging Techniques
原始文献类型	Journal article (JA)
文献类型	期刊论文
条目标识符	http://ir.lzufe.edu.cn/handle/39EH0E1M/38339
专题	信息工程与人工智能学院
作者单位	School of Information Engineering and Artificial Intelligence, Lanzhou University of Finance and Economics, Lanzhou; 730101, China
第一作者单位	兰州财经大学
推荐引用方式 GB/T 7714	Yang, Jiacheng. AFM-DViT: A framework for IoT-driven medical image analysis[J]. Alexandria Engineering Journal,2025,113:294-305.
APA	Yang, Jiacheng.(2025).AFM-DViT: A framework for IoT-driven medical image analysis.Alexandria Engineering Journal,113,294-305.
MLA	Yang, Jiacheng."AFM-DViT: A framework for IoT-driven medical image analysis".Alexandria Engineering Journal 113(2025):294-305.