R Anand, SV Lakshmi, D Pandey, BK Pandey - Evolving Systems, 2024 - Springer
… classificationusing CNN and for ECGheartbeatcategorization, and a new ResNet-18model … As the results show, 1-D CNN-basedECG arrhythmia detection approaches are effective. …
E Jing, H Zhang, ZG Li, Y Liu, Z Ji, I Ganchev - 2021 - researchrepository.ul.ie
… Based on a convolutional neural network (CNN) approach, this … an improvedResNet-18 model for heartbeatclassification of electrocardiogram (ECG) signals through appropriate model …
Y Zhang, J Li, S Wei, F Zhou, D Li - … of Biomedical and Health …, 2021 - ieeexplore.ieee.org
… Extracting Heartbeats: In this study, for obtaining the ECGheartbeats, R wave detection … can also concentrate the energy of the ECGheartbeats and increase the energy of the normal …
… Arrhythmia classificationusing Electrocardiogram (ECG) is an interesting research topic for researchers and this plays a vital role in the diagnosis and early prevention of cardiovascular …
Z Li, D Zhou, L Wan, J Li, W Mou - Journal of electrocardiology, 2020 - Elsevier
… convolutional neural network model to classifyECGheartbeats. The … ResNetmodel with other deep learning methods to improve the classification performance of arrhythmia heartbeats…
Q Xie, X Wang, H Sun, Y Zhang… - Advances in Mathematical …, 2021 - Wiley Online Library
… the ResNet34 model and ResNet-18model on the same test dataset, we can see that the improvedmodel in this paper has a better classification and recognition effect on ECG signals …
D Li, Y Tao, J Zhao, H Wu - Symmetry, 2020 - mdpi.com
… model called multi-scale residual network (ResNet), which can automatically classify CHF into four classificationsaccordingto … results are improved. In this work, we proposed a novel …
Y Liu, Y Lyu, Z He, Y Yang, J Li, Z Pang… - Journal of …, 2022 - Wiley Online Library
… of heartrate monitoring, electrocardiogram (ECG)-based … deep learning model plays essential to the heartbeat detection … the DL-based methods can be enhanced by taking advantages …
… that model becomes more domain-specific to our target ECG … , Resnet18, GoogleNet are explored, and then, our model is … than 0.5 did not improve performance of model. Hence drop …