| Interpretable Pre-Trained Transformers for Heart Time-Series Data | Jul 30, 2024 | DecoderElectrocardiography (ECG) | CodeCode Available | 2 | 5 |
| Guiding Masked Representation Learning to Capture Spatio-Temporal Relationship of Electrocardiogram | Feb 2, 2024 | DiagnosticECG Classification | CodeCode Available | 2 | 5 |
| Investigating Deep Learning Benchmarks for Electrocardiography Signal Processing | Apr 9, 2022 | Atrial Fibrillation DetectionDeep Learning | CodeCode Available | 2 | 5 |
| Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification | May 24, 2024 | EEGElectrocardiography (ECG) | CodeCode Available | 2 | 5 |
| Blind ECG Restoration by Operational Cycle-GANs | Jan 29, 2022 | DenoisingECG Denoising | CodeCode Available | 1 | 5 |
| Cardiologist-Level Arrhythmia Detection with Convolutional Neural Networks | Jul 6, 2017 | Arrhythmia DetectionElectrocardiography (ECG) | CodeCode Available | 1 | 5 |
| ECG-Based Heart Arrhythmia Diagnosis Through Attentional Convolutional Neural Networks | Aug 18, 2021 | Arrhythmia DetectionBIG-bench Machine Learning | CodeCode Available | 1 | 5 |
| Detection of Paroxysmal Atrial Fibrillation using Attention-based Bidirectional Recurrent Neural Networks | May 7, 2018 | Atrial Fibrillation DetectionElectrocardiography (ECG) | CodeCode Available | 1 | 5 |
| Diffusion-Based Electrocardiography Noise Quantification via Anomaly Detection | Jun 13, 2025 | Anomaly DetectionDecision Making | CodeCode Available | 1 | 5 |
| Anomaly Detection in Time Series with Triadic Motif Fields and Application in Atrial Fibrillation ECG Classification | Dec 9, 2020 | Anomaly DetectionAtrial Fibrillation Detection | CodeCode Available | 1 | 5 |