articleRePEc: Research Papers in EconomicsJan 22, 2020GREEN OA

Annotated 12 lead ECG dataset

AHAntônio H. RibeiroRMRibeiro, Manoel HortaGMGabriela M. M. PaixãoDMDerick M. OliveiraPRPaulo R. Gomes

Universidade Federal de Minas Gerais · Uppsala University · +2 more institutions

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Abstract

# Annotated 12 lead ECG dataset Contain 827 ECG tracings from different patients, annotated by several cardiologists, residents and medical students. It is used as test set on the paper: "Automatic Diagnosis of the Short-Duration12-Lead ECG using a Deep Neural Network". It contain annotations about 6 different ECGs abnormalities: - 1st degree AV block (1dAVb); - right bundle branch block (RBBB); - left bundle branch block (LBBB); - sinus bradycardia (SB); - atrial fibrillation (AF); and, - sinus tachycardia (ST). ## Folder content: - `ecg_tracings.hdf5`: HDF5 file containing a single dataset named `tracings`. This dataset is a `(827, 4096, 12)` tensor. The first dimension correspond to the 827 different exams…

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Topics
Keywords
  • Computer science
  • Clinical Practice
  • Task (project management)
  • Artificial neural network
  • Deep learning
  • Artificial intelligence
  • Lead (geology)
  • Deep neural networks
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