Self-Training Coronary Vessel Masks With Pre-Contrast Frames
An nnU-Net labels a new hospital’s angiograms, and the frame before contrast arrives flags the branches it missed.
RepConTUR: Report-Prompted 3D Tumor Contours for Abdominal CT
The report names the liver segment or pancreas region, and a 3D model contours that tumor with fewer stray masks elsewhere.
MRI-Free Amyloid PET Quantification With Calibrated Error Bars
Brain CT becomes a synthetic T1 for FreeSurfer, and an ensemble with conformal calibration flags the amyloid calls that need an MRI.
Pancreatic Duct Width From 3D MRCP, With a Review Flag
A two-stage 3D model segments the main pancreatic duct on MRCP, and ensemble disagreement marks the scans a radiologist should check.
Spine MRI-to-CT Synthesis With Vertebra-Matched Pseudo-Pairs
Unpaired MRI and CT slices are matched vertebra by vertebra, translated with adversarial diffusion, then cleaned up in 3D.
Pix2Point: Spine X-ray Landmarks From Dense Pixel Embeddings
Every pixel gets an embedding and every vertebral corner a prototype; a spine shape prior then decides which corner is which.
CTBakeGS: Shareable 3D CT Renderings Without Training
A browser tool bakes lit CT volume renderings into standard Gaussian-splat files in seconds, with no training and MIT code.
MPF Mapping: A Myelin Readout From Routine Brain MRI
A self-supervised network turns T1w, T2w and FLAIR scans into macromolecular pool fraction maps, with public code and weights.
Share a Segmented CT or MRI Case as a Link, Not Just a 3D Model
Send clients the CT or MRI scan, label maps and 3D meshes in one browser link that opens on desktop or phone, with nothing to install. Try the live demo.
SlimFormer++: Lean 3D Segmentation for CT, MRI and Ultrasound
An nnU-Net v2 trainer that keeps token mixing only where it helps, with released weights and a 3D Slicer extension that runs on CPU.