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ECG-image-preprocessing-classification

We used the ECG Images dataset of Cardiac Patients created under the auspices of Ch. Pervaiz Elahi Institute of Cardiology Multan,that aims to help the scientific community for conducting research for Cardiovascular diseases, and downloaded from Mendeley. https://data.mendeley.com/datasets/gwbz3fsgp8/2

Example of ECG image offred by Dataset

MI(1)

Data preprocessing

  • Read the RGB color (3D) using openCV library and transfer it to a gray image. Gray ECG

  • Segmentation of ECG line from the background

ecg final

  • Resize image
  • Normalization

Model architecture

our cnn architecture

Model evaluation

Accuracy

Acc

Loss

loss

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