Publications by authors named "Mengfei Dou"
Cardiovasc Eng Technol
October 2024
Article Synopsis
- Electrocardiograms (ECG) are crucial for assessing heart health and spotting arrhythmias, and deep learning models have recently been leveraged for ECG classification.
- A proposed method utilizes a residual attention neural network to tackle challenges like gradient vanishing and varying importance of ECG signal features while maintaining a simpler model architecture.
- Experiments on the PhysioNet/CinC Challenge 2017 dataset show an improved average F1 score of 0.817, outperforming traditional ResNet models and demonstrating superior performance.
