Clinical X-ray In, Sixty Anatomical Structure Overlays Out Across the Body
Hang a clinical radiograph or fluoro frame and get overlapping overlays for up to 60 bones and organs without per-organ models. FleXray, arXiv:2609.26756.
Chest or Abdominal CT In, Reasoned Report and Finding Answers Out With 3D Tokens Intact
Hang a structured CT report, abnormality answers, and reviewable reasoning beside chest or abdomen volumes while keeping explicit 3D token coordinates into the LLM. NV-Reason-CT, arXiv:2609.27511.
Four-Fold Accelerated Brain MRI In, Artifact-Suppressed Stack Out That Keeps Atrophy Anatomy
Hang a SENSE4 brain T1w in and an ART-Net cleaned stack out that tracks AF0-aligned segmentation and reader scores for atrophy workflows. Chai et al., arXiv:2609.22390.
Pre-Contrast Brain MRI In, Forecasted CSF Tracer Maps Out at the Hour You Ask
Hang predicted CSF tracer enhancement and change maps from a pre-contrast T1w plus the hour you ask, without waiting for delayed repeat scans. Liu et al., arXiv:2609.22377.
Heterogeneous Brain MRI In, Interactive Lesion Overlays That Adapt Online
Multi-sequence brain MRI in, click-correctable 3D lesion overlays out, with Mid- and Post-Interaction online adaptation across missing and unseen modalities. BrainIAC, arXiv:2609.23026.
Cardiac MRI In, Chamber Overlays LGE Flags and On-Scanner Report Out in About 90 Seconds
Hang chamber and scar overlays, LGE and disease flags, then a local LLM report written back as a DICOM series on the scanner GPU in about 90 seconds. ORION-CMR, arXiv:2609.23950.
Cardiac MRI Across Vendors In, Chamber Overlays Out Without Online Weight Updates
Hang LV, myocardium, and RV overlays on cardiac MRI from a new scanner vendor without online weight updates that can hurt. Frozen multi-view PIE. Huang, arXiv:2609.21412.
Head CT In, Intimal vs Medial Calcification Label Out From the Mask
Hang intimal vs medial subtype on head CT IAC masks without a visual score pass every time. Auto masks nearly match manual. Jin et al., arXiv:2609.16035.
Baseline NCCT In, Infarct Overlay and Net Water Uptake Out Without CTP or DWI
Hang an infarct overlay on baseline NCCT alone and read NWU without CTP or DWI for delineation. Fine-tune when sites shift. Britt et al., arXiv:2609.20151.
Ultrasound In, Mask Class Box and Biometry Out From One Frequency-Routed Stack
Hang one FreqDINO++ stack so breast, thyroid, and fetal US get mask, class, box, and biometry without four specialist models. Xu et al., arXiv:2609.20340.