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.
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.
MedVTok: One Open Tokenizer for 2D Images and 3D Scans
One encoder turns CT and MRI volumes and 2D images from nine modalities into shared tokens, with MIT code and public weights.
XGLASS: Radiologist Gaze Tells AI Which Chest CT Slices to Read
A 2D ranker built on chest X-ray eye-tracking picks the CT slices a 2D VLM should check, at a fraction of 3D cost.
BasisSimulator.jl: One Spectral CT Decomposition for Every Scanner
A likelihood estimator in an open Julia CT simulator handles dual-kVp, dual-source and photon-counting data and keeps every energy window.
Plausible but Unimplantable: Foundation Models vs Cranial Implants
An audit of three released shape completion models on 239 skull defects found no output that could be placed in a patient.
MedBOE: Rebuilding the Full Body Surface From Truncated PET/CT
A training-free SMPL fit fills in arms and hands cut off by the CT field of view, so body size metrics stop coming out short.
PCXR-Copilot: Pediatric ICU Chest X-Rays Without the Device Clutter
Masks tubes and wires, paints them out, then scores lung water and body-wall edema. Live at Boston Children’s. Code not out yet.
TB-PET-DDS: A Diffusion Prior for Low-Count Total-Body PET
A CT-conditioned diffusion prior plus a list-mode PET data step, tested on one total-body FDG scan at 10% counts. No code yet.