Sinogram-Based Tomography Densification and Denoising based on a Physics-Informed Deep Learning Approach

How to run

For geometric dataset version:

• Run generate_geometric_images.py to generate the geometric images.
• Run generate_geoemtric_dataset.py to generate the sinograms of geometric dataset.
• Run geometric_8x.py.

For LoDoPaB-CT dataset versions:

• Download and extract the LoDoPaB-CT dataset.
• Run generate_lodopab_projections.py to generate noise-free sinograms.
• Run the files you need that use this dataset (lodopab_*.py).