MRI_IMPORTANT_NET

Integrated MRI Multi-Parametric Increment Fusion Generator with Attention Network for Synthesizing Absent Data

Notes:

• scrs/config.py : Dataset and training configurations.
• scrs/attention.py : Detailed information on parameter attention.
• scrs/fusion.py : Detailed information on fusion methods.
• scrs/losses.py ：Detailed information on losses.
• scrs/models.py ：Detailed information on all models.
• scrs/train.py ：Train the IMPARTANT-NET.

Model details

• Flowchart

• IMPORTANT-Net

• Multi-parameter fusion with attention (MPFA)

• Hierarchical increment generation module

Visualization

• Breast (axial)

• Breast (coronal and sagittal)

• Brain (axial)

Downstream task

Segmentation results.

Contact details

If you have any questions please contact us.

Email: ritse.mann@radboudumc.nl (Ritse Mann); taotanjs@gmail.com (Tao Tan); t.zhang@nki.nl (Tianyu Zhang)

Links: Netherlands Cancer Institute, Radboud University Medical Center and Maastricht University