EAMRI

This is the official code hub for the EAMRI: Fast MRI Reconstruction via Edge Attention

Requirements

• Python==3.6.13
• numpy==1.19.5
• opencv-python==4.5.5.64
• scipy==1.5.0
• torch == 1.8.0+cu111
• torchvision == 0.9.0+cu111
• matplotlib==2.2.2
• scikit-image == 0.15.0
• h5py

Training

Please refer to the example "run_job.sh"

Supplementary Images

Qualitative results on Calgary dataset with AF = 6.

From left to right: (a) Ground Truth, (b) Zero-Filled, (c) U-Net, (d) E2EVarNet, (e) VS-Net, (f) RecurrentVarNet, and (g) EAMRI (Ours).

Qualitative results on fastmri PD dataset with AF = 6.

From left to right: (a) Ground Truth, (b) Zero-Filled, (c) U-Net, (d) E2EVarNet, (e) VS-Net, (f) RecurrentVarNet, and (g) EAMRI (Ours).

Qualitative results on fastmri PDFS dataset with AF = 6.

From left to right: (a) Ground Truth, (b) Zero-Filled, (c) U-Net, (d) E2EVarNet, (e) VS-Net, (f) RecurrentVarNet, and (g) EAMRI (Ours).