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Deep Learning on ECGs
Deep Learning on ECGs
Deep Learning on ECGs
Research Topics uitklapper, klik om te openen
For further reading, see here.
Key Publications uitklapper, klik om te openen
- van de Leur, R. R., Blom, L. J., Gavves, E., Hof, I. E., van der Heijden, J. F., Clappers, N. C., Doevendans, P. A., Hassink, R. J., & van Es, R. (2020). Automatic Triage of 12-Lead ECGs Using Deep Convolutional Neural Networks. Journal of the American Heart Association, 9(10), e015138. https://doi.org/10.1161/JAHA.119.015138
- Van De Leur, R. R., Taha, K., Bos, M. N., Van Der Heijden, J. F., Gupta, D., Cramer, M. J., Hassink, R. J., Van Der Harst, P., Doevendans, P. A., Asselbergs, F. W., & Van Es, R. (2021). Discovering and Visualizing Disease-Specific Electrocardiogram Features Using Deep Learning: Proof-of-Concept in Phospholamban Gene Mutation Carriers. Circulation: Arrhythmia and Electrophysiology. https://doi.org/10.1161/CIRCEP.120.009056
- Bos, M. N., Van De Leur, R. R., Vranken, J. F., Gupta, D. K., Van Der Harst, P., Doevendans, P. A., & Van Es, R. (2020). Automated Comprehensive Interpretation of 12-lead Electrocardiograms Using Pre-trained Exponentially Dilated Causal Convolutional Neural Networks. Computing in Cardiology, 2020-Septe, 2–5. https://doi.org/10.22489/CinC.2020.253
- Vranken, J. F., van de Leur, R. R., Gupta, D. K., Juarez Orozco, L. E., Hassink, R. J., van der Harst, P., Doevendans, P. A., Gulshad, S., & van Es, R. (2021). Uncertainty estimation for deep learning-based automated analysis of 12-lead electrocardiograms. European Heart Journal - Digital Health, 1–41. https://doi.org/10.1093/ehjdh/ztab045
- Rutger R van de Leur, Machteld J Boonstra, Ayoub Bagheri, Rob W Roudijk, Arjan Sammani, Karim Taha, Pieter AFM Doevendans, Pim van der Harst, Peter M van Dam, Rutger J Hassink, René van Es, Folkert W Asselbergs, Big Data and Artificial Intelligence: Opportunities and Threats in Electrophysiology. Arrhythmia Electrophysiol Rev. 2020;9(3):146–54. https://doi.org/10.15420/aer.2020.26
Facilities Involved uitklapper, klik om te openen
ECGnet database
ECGnet AI infrastructure
MUSE ECG database
People Involved uitklapper, klik om te openen
Contact uitklapper, klik om te openen
René van Es