Research map: Explainable Electrocardiogram Interpretation using Deep Learning-based Semantic Segmentation

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Papers in this map

  1. Cardiologist-level arrhythmia detection and classification in ambulatory electrocardiograms using a deep neural network · Awni Hannun · 2018 · 3179 citations · Cited by this paper
  2. Interpretable machine learning models for predicting perioperative myocardial injury in non-cardiac surgery · 2026 · Related
  3. Classification of 12-lead ECGs: the PhysioNet/Computing in Cardiology Challenge 2020 · Erick Andres Perez Alday · 2020 · 417 citations · Cited by this paper
  4. Development and validation of clinical prediction models for personalized renal function monitoring in people with heart failure in primary care: the RENAL-HF study protocol · 2026 · Related
  5. Computer-Interpreted Electrocardiograms · Jürg Schläpfer · 2017 · 384 citations · Cited by this paper
  6. Large language model–based simulated patient training for heart failure palliative care communication: a pilot study · 2026 · Related
  7. Accuracy of Physicians’ Electrocardiogram Interpretations · David A. Cook · 2020 · 208 citations · Cited by this paper
  8. Cardiology hospital admission risk prediction: training, internal validation and technical implementation in the electronic health record · 2026 · Related
  9. LUDB: A New Open-Access Validation Tool for Electrocardiogram Delineation Algorithms · Alena Kalyakulina · 2020 · 109 citations · Cited by this paper
  10. Smarter FoCUS: AI-guided focused cardiac ultrasound enables novice detection of left ventricular dysfunction · 2026 · Related
  11. Automatic Triage of 12‐Lead ECGs Using Deep Convolutional Neural Networks · Rutger R van de Leur · 2020 · 70 citations · Cited by this paper
  12. Artificial intelligence in breaking the learning curve for echocardiography: a secondary analysis of a multicentre trial · 2026 · Related
  13. Post-processing refined ECG delineation based on 1D-UNet · Zhenqin Chen · 2022 · 62 citations · Cited by this paper
  14. Developing and validating an artificial intelligence-based electronic triage model for predicting clinical outcomes among cardiac-suspected patients in the emergency department · 2026 · Related
  15. PTB-XL+, a comprehensive electrocardiographic feature dataset · Nils Strodthoff · 2023 · 62 citations · Cited by this paper
  16. Retinal photographs to predict life’s essential 8 for cardiovascular risk stratification: a novel deep-learning-based tool · 2026 · Related
  17. Generative adversarial networks in electrocardiogram synthesis: Recent developments and challenges · Laurenz Berger · 2023 · 55 citations · Cited by this paper
  18. Comparative evaluation of AI-assisted literature search tools for identifying clinically meaningful evidence in cardiology · 2026 · Related
  19. Intra- and interreader variability in QT interval measurement by tangent and threshold methods in a central electrocardiogram laboratory · Gopi Krishna Panicker · 2009 · 53 citations · Cited by this paper
  20. Wearable-Echo-FM: an ECG echo foundation model for 1-lead electrocardiography · 2026 · Related
  21. ECG Interpretation Proficiency of Healthcare Professionals · Anthony H. Kashou · 2023 · 45 citations · Cited by this paper
  22. The development and validation of an easy to use automatic QT-interval algorithm · B J M Hermans · 2017 · 29 citations · Cited by this paper
  23. Deep learning based ECG segmentation for delineation of diverse arrhythmias · Chankyu Joung · 2024 · 25 citations · Cited by this paper
  24. Generalising electrocardiogram detection and delineation: training convolutional neural networks with synthetic data augmentation · Guillermo Jiménez-Pérez · 2024 · 25 citations · Cited by this paper
  25. Beat-wise segmentation of electrocardiogram using adaptive windowing and deep neural network · S. M. Isuru Niroshana · 2023 · 17 citations · Cited by this paper
  26. Improved delineation model of a standard 12-lead electrocardiogram based on a deep learning algorithm · Annisa Darmawahyuni · 2023 · 13 citations · Cited by this paper
  27. Reproducibility of measuring QRS duration and implications for optimization of interventricular pacing delay in cardiac resynchronization therapy · Charlotte Stephansen · 2018 · 12 citations · Cited by this paper
  28. Robust electrocardiogram delineation model for automatic morphological abnormality interpretation · Siti Nurmaini · 2023 · 11 citations · Cited by this paper

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