The Case for tinyML in Healthcare: CNNs for Real-Time On-Edge Blood Pressure Estimation

Author:

Sun Bailian1ORCID,Bayes Safin1ORCID,Abotaleb Abdelrhman Mohamed1ORCID,Hassan Mohamed1ORCID

Affiliation:

1. McMaster University, Hamilton, ON, Canada

Publisher

ACM

Reference52 articles.

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2. Khaled Ahmed and Mohamed Hassan . 11-14 June 2022 . tinyCare: A tinyML-based Low-Cost Continuous Blood Pressure Estimation on the Extreme Edge . The 10th IEEE International Conference on Healthcare Informatics (11-14 June 2022). Khaled Ahmed and Mohamed Hassan. 11-14 June 2022. tinyCare: A tinyML-based Low-Cost Continuous Blood Pressure Estimation on the Extreme Edge. The 10th IEEE International Conference on Healthcare Informatics (11-14 June 2022).

3. Arnon Amir , Brian Taba , David Berg , Timothy Melano , Jeffrey McKinstry , Carmelo Di Nolfo , Tapan Nayak , Alexander Andreopoulos , Guillaume Garreau , Marcela Mendoza , 2017 . A low power, fully event-based gesture recognition system . In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 7243--7252 . Arnon Amir, Brian Taba, David Berg, Timothy Melano, Jeffrey McKinstry, Carmelo Di Nolfo, Tapan Nayak, Alexander Andreopoulos, Guillaume Garreau, Marcela Mendoza, et al. 2017. A low power, fully event-based gesture recognition system. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 7243--7252.

4. An overview of deep learning in medical imaging

5. End-to-End Blood Pressure Prediction via Fully Convolutional Networks

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. A Machine Learning-Oriented Survey on Tiny Machine Learning;IEEE Access;2024

2. On the adversarial robustness of full integer quantized TinyML models at the edge;Proceedings of the 2nd International Workshop on Middleware for the Edge;2023-12-11

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