CoInS-Net: Two Endpoint Slices, One Pass, In-Between Image and Overlay
Shared Swin encoder, physical slice spacing, one forward pass that writes the missing CT or MRI plane and its mask. The preprint lists no code.
August 26, 2026
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Shared Swin encoder, physical slice spacing, one forward pass that writes the missing CT or MRI plane and its mask. The preprint lists no code.
Flow-matching 3D U-Net, three Euler steps, same recipe on portal CT, 7 T TOF-MRA, and coronary CTA. The preprint does not list code.
Fraunhofer MEVIS freezes Swin-B and adds a pyramid transformer. Breast MRI Dice 25.28% to 58.62% on 3,936 patients. nnU-Net 33.13% on the full set. Public UNICORN_ENCODER is 2D backbone only.
NTNU and St. Olavs freeze MedSAM3 and train LoRA on 10 TotalSegmentator cases. AMOS22 gallbladder Dice 0.0003 to 0.684. MRSegmentator still leads pancreas. No study code listed.
Balgrist and ZHAW compose frozen TotalSegmentator priors with N=3 MedSAM2 tracks. Hip MRI cohort-average median Dice 0.7105 to 0.9242 on 12 FAI cases. Public TS CT still favors the expert CNN. Claimed GitHub 404s.
Nature Communications published SAT3D on 11 August 2026. Mean Dice is 0.672 versus nnU-Net 0.676. A Swin 3D plus voxel-wise critic feeds confidence maps back as dense prompts. Code and a 3D Slicer plugin are public.
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