4 papers
Manifold-aware Synthesis of High-resolution Diffusion from Structural Imaging
Benoit Anctil-Robitaille, Antoine Théberge, Pierre-Marc Jodoin +3
The physical and clinical constraints surrounding diffusion-weighted imaging (DWI) often limit the spatial resolution of the produced images to voxels up to 8 times larger than tho…
Realistic Image Normalization for Multi-Domain Segmentation
Pierre-Luc Delisle, Benoit Anctil-Robitaille, Christian Desrosiers +1
Image normalization is a building block in medical image analysis. Conventional approaches are customarily utilized on a per-dataset basis. This strategy, however, prevents the cur…
Manifold-Aware CycleGAN for High-Resolution Structural-to-DTI Synthesis
Benoit Anctil-Robitaille, Christian Desrosiers, Herve Lombaert
Unpaired image-to-image translation has been applied successfully to natural images but has received very little attention for manifold-valued data such as in diffusion tensor imag…
Adversarial normalization for multi domain image segmentation
Pierre-Luc Delisle, Benoit Anctil-Robitaille, Christian Desrosiers +1
Image normalization is a critical step in medical imaging. This step is often done on a per-dataset basis, preventing current segmentation algorithms from the full potential of exp…