Abdominal CT Report Sentence In, 3D Finding Mask Out, Learned From the Arrows and Measurement Lines Already in PACS
Give it one report sentence and an abdominal CT; get a 3D mask of that finding back. LocusCT learns from 105K routine PACS arrows and measurement lines matched to report text. Church et al., arXiv:2610.04095.
Segmented CT or MR In, Real-Time Cinematic 3D Out That Recolors and Hides Tissue Without Refitting
Hang a segmented CT or MR in; get a real-time cinematic 3D proxy out whose tissue colors, opacity, and visibility you can change without refitting. Gao et al., arXiv:2610.02382.
Reconstructed Implant CT In, Streak-Reduced Tissue Out Without Raw Projections or Training
Hang a reconstructed implant CT in; get a streak-reduced derived series out with no raw projections, vendor kernel, or trained weights. Banerjee et al., arXiv:2610.01512.
Multimodal MRI In; ET, RC, TC, and WT Overlays Out With RC-Aware Pre vs Post Routing
Hang T1/T1Gd/T2/T2-FLAIR glioma MRI in; get ET, RC, TC, and WT overlays out with treatment-status routing. BraTS-GLI 2025 2nd place (ECNU NYU). arXiv:2610.01060.
CTA, MRA, and Routine Brain MRI In; Aneurysm Labels, Crosshair Localizers, and 13-Vessel Overlays Out
Hang CTA, MRA, and routine brain MRI from RSNA-ICA: aneurysm presence and 13-location labels, crosshair localizers, plus 178-series vessel NIfTI overlays. 7202 series, 21 sites. arXiv:2610.01135.
SWAN Stack In, Synthetic-Trained Microbleed Overlays Out When Real CMB Labels Are Scarce
Hang a SWAN stack into a neuro MRI workflow: synthetic soft-ellipsoid CMBs on real negative hosts train a MONAI 3D U-Net that keeps ~84% Dice / ~88% lesion sensitivity vs real-trained when CMB labels are scarce. Hsu et al., arXiv:2610.00743.
PACS Screenshot and CT Stack In, Automated CNR Background ROIs Plus Phantom-Free NPS and TTF Out
Hang a PACS screenshot and CT stack into AnatomIQ: click the lesion, get matched cyan background ROIs for CNR, plus phantom-free NPS and TTF from patient anatomy. ~2-3 min/case. arXiv:2610.01686.
Incomplete Brain MRI Sequences In, Joint WMH and Stroke Lesion Overlays Out
Hang incomplete T1w/T2w/FLAIR/DWI stacks into hetero-modal WMH+ISL segmentation with MMAR corruption routing. On mostly uni-modal training, hetero-modal mean macro DSC rises to 47.93% vs 42.29% specialists. arXiv:2610.00553.
Thoracic Planning CT In, OAR Target Overlays and Uncertainty-Guided RTSTRUCT Out
Hang a thoracic planning CT into DAMM-Net++: multi-structure OAR and target overlays, calibrated uncertainty for triage, and TPS-ready RTSTRUCT. Macro Dice 0.955 / HD95 ~3.78 mm; reader study ~75-80% less contouring time. arXiv:2609.16036.
Whole Fetal Ultrasound Study In, CHD Screen and Top Supporting Frames Out
Hang a whole fetal ultrasound study into cardiac-gated MIL (FUSE CHD screen): case-level CHD vs healthy, optional critical vs non-critical severity, plus top attention-ranked frames for review. Internal AUC 0.985 / specificity 0.990; CARDIUM 0.513 to 0.944 with CORAL. arXiv:2609.31376.