Automated Generation of Tiny Model for Real-time ECG Classification on Tiny Edge Devices

被引:3
作者
Mukhopadhyay, Shalini [1 ]
Dey, Swarnava [1 ]
Ghose, Avik [1 ]
Tyagi, Aakash [1 ]
机构
[1] Tata Consultancy Serv Ltd, TCS Res, Kolkata, West Bengal, India
来源
PROCEEDINGS OF THE TWENTIETH ACM CONFERENCE ON EMBEDDED NETWORKED SENSOR SYSTEMS, SENSYS 2022 | 2022年
关键词
Wearable health; ECG; Arrhythmia classification;
D O I
10.1145/3560905.3568081
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
引用
收藏
页码:756 / 757
页数:2
相关论文
共 11 条
[1]  
Ada L., Introducing the adafruit nrf52840 feather reference manual (abx00031)
[2]  
Banbury C, 2021, Arxiv, DOI arXiv:2010.11267
[3]  
Chen Xin, 2019, Proceedings of the IEEE International Conference on Computer Vision, V1, P1294
[4]   AF Classification from a Short Single Lead ECG Recording: the PhysioNet/Computing in Cardiology Challenge 2017 [J].
Clifford, Gari D. ;
Liu, Chengyu ;
Moody, Benjamin ;
Lehman, Li-Wei H. ;
Silva, Ikaro ;
Li, Qiao ;
Johnson, A. E. ;
Mark, Roger G. .
2017 COMPUTING IN CARDIOLOGY (CINC), 2017, 44
[5]  
Han S., 2016, DEEP COMPRESSION COM
[6]   Cardiologist-level arrhythmia detection and classification in ambulatory electrocardiograms using a deep neural network [J].
Hannun, Awni Y. ;
Rajpurkar, Pranav ;
Haghpanahi, Masoumeh ;
Tison, Geoffrey H. ;
Bourn, Codie ;
Turakhia, Mintu P. ;
Ng, Andrew Y. .
NATURE MEDICINE, 2019, 25 (01) :65-+
[7]  
Heim L, 2021, Arxiv, DOI arXiv:2104.10645
[8]  
Hinton G., 2014, Distilling the knowledge in a neural network
[9]  
Lin Yujun, 2020, Advances in Neural Information Processing Systems, V33
[10]  
Liu H.T.D., 2019, ICLR