IEEE

Feature Extraction and Classification of ECG Signals Using 2-D CNN

Abstract: This work investigates ECG arrhythmia classification using two-dimensional convolutional neural networks (2D CNNs) applied to wavelet-based time–frequency representations. Three CNN ...
IEEE

Frequency-Awared Mamba for Few-Shot ECG Long-Sequence Classification

Abstract: The application of few-shot learning methods in electrocardiogram (ECG) signal analysis has attracted widespread attention. However, traditional methods face challenges in capturing the long ...