/Deep-Ultrafast-Echocardiography

Primary LanguageJupyter Notebook

Ultrafast Cardiac Imaging Using Deep Learning

This repo provides CNN model with trained weights in Open Neural Network Exchange (ONNX) format and a inference demo script, for the following paper:

Ultrafast Cardiac Imaging Using Deep Learning For Speckle-Tracking Echocardiography

Repo Contents

  • model/model.onnx: model with trained weights

  • data/

    • grid_x.h5: image grid in lateral direction
    • grid_z.h5: image grid in axial direction
    • data_iq_3dw.h5: example IQ data from 3 steered DWs acquisitions along time
    • data_iq_ref.h5: reference IQ data from the compounding of 31 DWs at the frozen time

  • demo.ipynb: Running inference

Requirements

Model inference with the exapmle image data

Code pieces are provided in jupyter notebook demo.ipynb