CT Slice In, No-Reference Quality Score Out That Catches Dose Noise but Should Not Pick Your Denoiser
Give it one CT slice and it returns a no-reference quality score fitted on public full-dose scans. It flags simulated dose reduction, added noise and blur, but it prefers an edge-preserving filter that wipes out most of a small lesion. MIT code, CC BY model. Mattiussi, arXiv:2610.00384.
Brain T1 Plus Tumor Mask In, Slice-Consistent Healthy Tissue Fill Out for Registration and Parcellation
Give it a brain T1 and a mask over the tumor, and it paints in healthy-looking tissue that stays continuous across slices, so atlas registration and parcellation can run on a filled copy. Code and checkpoint public. Hadzic et al., arXiv:2610.08983.
Prostate MRI Near Rectal Gas or Metal In, Undistorted High-Resolution DWI and ADC Out
A PROPELLER diffusion sequence with self-supervised reconstruction keeps the prostate’s shape on DWI and ADC next to rectal gas and fiducial markers, at 1.25 mm in-plane. Siemens prototype, no public code. Chen et al., arXiv:2610.05426.
3D T1 Brain MRI In, Closest Real Scans Out, Searchable by Whole Brain or Any of 103 Regions
Drop in a 3D T1w brain MRI and get back the most anatomically similar real scans from a reference set of more than 26,000, by whole brain or by region. Code, weights, and embeddings public. Nieto-del-Amor et al., arXiv:2610.06502.
On-Board Radiotherapy CBCT In, Cleaner CT-Like Slices Out, Trained Without Paired Scans
Feed it an on-board radiotherapy CBCT slice and get back one with fewer streaks and CT numbers closer to the planning CT. RefineCBCT learns without paired CBCT and CT. Code public. Lai and He, arXiv:2610.06094.
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.
Zero-Footprint DICOM Viewer OEM Embed Checklist
A zero-footprint DICOM viewer runs in the browser with nothing installed on the user’s computer. If you run a platform, such as a teleradiology service, a dental software suite, an AI product, or a clinical trial portal, you probably want that viewer inside your app, under your brand, opening CT, MRI, and CBCT studies your […]
How Dentists Open a CBCT Scan Sent by an Imaging Center
A patient walks in with a CBCT from an imaging center. It might be a disc in an envelope, a USB stick, a download link from the center’s patient portal, or a ZIP sent through a file transfer service. Inside is a stack of DICOM files, usually several hundred of them for one scan. Opening […]