| Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification | May 24, 2024 | EEGElectrocardiography (ECG) | CodeCode Available | 2 | 5 |
| Interpretable Pre-Trained Transformers for Heart Time-Series Data | Jul 30, 2024 | DecoderElectrocardiography (ECG) | CodeCode Available | 2 | 5 |
| Investigating Deep Learning Benchmarks for Electrocardiography Signal Processing | Apr 9, 2022 | Atrial Fibrillation DetectionDeep Learning | CodeCode Available | 2 | 5 |
| Guiding Masked Representation Learning to Capture Spatio-Temporal Relationship of Electrocardiogram | Feb 2, 2024 | DiagnosticECG Classification | CodeCode Available | 2 | 5 |
| Towards Domain Generalization for ECG and EEG Classification: Algorithms and Benchmarks | Mar 20, 2023 | Domain GeneralizationEEG | CodeCode Available | 1 | 5 |
| Region-Disentangled Diffusion Model for High-Fidelity PPG-to-ECG Translation | Aug 25, 2023 | Blood pressure estimationDenoising | CodeCode Available | 1 | 5 |
| Patient Contrastive Learning: a Performant, Expressive, and Practical Approach to ECG Modeling | Apr 9, 2021 | Contrastive LearningElectrocardiography (ECG) | 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 |
| Translating Electrocardiograms to Cardiac Magnetic Resonance Imaging Useful for Cardiac Assessment and Disease Screening: A Multi-Center Study AI for ECG to CMR Translation Study | Nov 19, 2024 | Contrastive LearningDiagnostic | CodeCode Available | 1 | 5 |
| Learning General Representation of 12-Lead Electrocardiogram with a Joint-Embedding Predictive Architecture | Oct 11, 2024 | ECG ClassificationElectrocardiography (ECG) | CodeCode Available | 1 | 5 |
| Self-supervised representation learning from 12-lead ECG data | Mar 23, 2021 | ECG ClassificationElectrocardiography (ECG) | CodeCode Available | 1 | 5 |
| SQUWA: Signal Quality Aware DNN Architecture for Enhanced Accuracy in Atrial Fibrillation Detection from Noisy PPG Signals | Apr 15, 2024 | Atrial Fibrillation DetectionElectrocardiography (ECG) | 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 |
| VFPred: A Fusion of Signal Processing and Machine Learning techniques in Detecting Ventricular Fibrillation from ECG Signals | Jul 7, 2018 | Arrhythmia DetectionBinary Classification | CodeCode Available | 1 | 5 |
| Blind ECG Restoration by Operational Cycle-GANs | Jan 29, 2022 | DenoisingECG Denoising | CodeCode Available | 1 | 5 |
| A Comparison of 1-D and 2-D Deep Convolutional Neural Networks in ECG Classification | Oct 16, 2018 | ECG ClassificationElectrocardiography (ECG) | CodeCode Available | 1 | 5 |
| Cardiologist-Level Arrhythmia Detection with Convolutional Neural Networks | Jul 6, 2017 | Arrhythmia DetectionElectrocardiography (ECG) | CodeCode Available | 1 | 5 |
| CE-SSL: Computation-Efficient Semi-Supervised Learning for ECG-based Cardiovascular Diseases Detection | Jun 20, 2024 | Computational EfficiencyElectrocardiography (ECG) | CodeCode Available | 1 | 5 |
| MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification | Feb 6, 2025 | Electrocardiography (ECG)Graph Learning | 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 |
| ECG arrhythmia classification using a 2-D convolutional neural network | Apr 18, 2018 | Arrhythmia DetectionData Augmentation | CodeCode Available | 1 | 5 |
| Diffusion-Based Electrocardiography Noise Quantification via Anomaly Detection | Jun 13, 2025 | Anomaly DetectionDecision Making | CodeCode Available | 1 | 5 |
| Arrhythmia Detection Using Deep Convolutional Neural Network With Long Duration ECG Signals | Sep 1, 2018 | Arrhythmia DetectionCloud Computing | CodeCode Available | 0 | 5 |
| Are ECGs enough? Deep learning classification of cardiac anomalies using only electrocardiograms | Mar 11, 2025 | Electrocardiography (ECG)Transfer Learning | CodeCode Available | 0 | 5 |
| Electrocardiogram-based diagnosis of liver diseases: an externally validated and explainable machine learning approach | Dec 4, 2024 | Binary ClassificationDiagnostic | CodeCode Available | 0 | 5 |
