| Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement | Mar 11, 2024 | Clinical KnowledgeDescriptive | 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 |
| ProtoECGNet: Case-Based Interpretable Deep Learning for Multi-Label ECG Classification with Contrastive Learning | Apr 11, 2025 | Contrastive LearningDeep Learning | CodeCode Available | 1 | 5 |
| MPCNN: A Novel Matrix Profile Approach for CNN-based Sleep Apnea Classification | Nov 25, 2023 | DiagnosticECG Classification | CodeCode Available | 1 | 5 |
| Open-World Electrocardiogram Classification via Domain Knowledge-Driven Contrastive Learning | Jul 17, 2024 | ClassificationClinical Knowledge | CodeCode Available | 1 | 5 |
| IMLE-Net: An Interpretable Multi-level Multi-channel Model for ECG Classification | Apr 6, 2022 | ECG ClassificationRhythm | CodeCode Available | 1 | 5 |
| Enhancing Deep Learning-based 3-lead ECG Classification with Heartbeat Counting and Demographic Data Integration | Aug 15, 2022 | ECG Classification | CodeCode Available | 1 | 5 |
| DCentNet: Decentralized Multistage Biomedical Signal Classification using Early Exits | Jan 31, 2025 | ECG ClassificationSensitivity | CodeCode Available | 1 | 5 |
| Identifying Electrocardiogram Abnormalities Using a Handcrafted-Rule-Enhanced Neural Network | Jun 16, 2022 | Clinical KnowledgeDeep Learning | CodeCode Available | 1 | 5 |
| LightX3ECG: A Lightweight and eXplainable Deep Learning System for 3-lead Electrocardiogram Classification | Jul 25, 2022 | ECG Classification | CodeCode Available | 1 | 5 |
| A Multi-Resolution Mutual Learning Network for Multi-Label ECG Classification | Jun 12, 2024 | ECG ClassificationRhythm | CodeCode Available | 1 | 5 |
| Advancing the State-of-the-Art for ECG Analysis through Structured State Space Models | Nov 14, 2022 | ECG ClassificationState Space Models | CodeCode Available | 1 | 5 |
| Multimodality Multi-Lead ECG Arrhythmia Classification using Self-Supervised Learning | Sep 30, 2022 | ECG ClassificationKnowledge Distillation | CodeCode Available | 1 | 5 |
| A Personalized Zero-Shot ECG Arrhythmia Monitoring System: From Sparse Representation Based Domain Adaption to Energy Efficient Abnormal Beat Detection for Practical ECG Surveillance | Jul 14, 2022 | Arrhythmia DetectionDictionary Learning | 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 |
| Classification of 12-lead ECGs: the PhysioNet/ Computing in Cardiology Challenge 2020 | Dec 29, 2020 | DiagnosticECG Classification | CodeCode Available | 1 | 5 |
| Convolutional Neural Network and Rule-Based Algorithms for Classifying 12-lead ECGs | Dec 31, 2020 | ECG Classification | CodeCode Available | 1 | 5 |
| A Regularization Method to Improve Adversarial Robustness of Neural Networks for ECG Signal Classification | Oct 19, 2021 | Adversarial RobustnessClassification | CodeCode Available | 1 | 5 |
| Arrhythmia Classifier Based on Ultra-Lightweight Binary Neural Network | Apr 4, 2023 | BinarizationClassification | CodeCode Available | 1 | 5 |
| Deep Learning for ECG Analysis: Benchmarks and Insights from PTB-XL | Apr 28, 2020 | AllBenchmarking | CodeCode Available | 1 | 5 |
| Atrial Fibrillation Detection and ECG Classification based on CNN-BiLSTM | Nov 12, 2020 | Atrial Fibrillation DetectionClassification | 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 |
| Automatic ECG classification using discrete wavelet transform and one-dimensional convolutional neural network | Dec 23, 2023 | DiagnosticECG Classification | 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 |
