🔍✨ Revisiting a landmark in #Neuroimaging: Duke Spark's Sina Farsiu's Shallow U-Net Neuron Segmentation (SUNS) method. A pioneer in fast, accurate neuron segmentation: doi.org/10.1038/s42256… #MedicalImaging #MedicalAI #AI #DukeSpark

This article from Ben Wildman-Tobriner, Maciej A. Mazurowski, et al. compared the diagnostic performance of ACR TI-RADS and a deep learning algorithm in differentiating benign and malignant thyroid nodules on ultrasound in children and young adults. ajronline.org/doi/10.2214/AJ…

🎉 Exciting news! The paper, "Thyroid Nodules on Ultrasound in Children and Young Adults," won the Best of AJR award in Pediatric Imaging for 2023! It is co-authored by @JichenYang10, Laura C. Page, Lars Wagner, Ben Wildman-Tobriner, Logan Bisset, Donald Frush, and Maciej A. Mazurowski.

How and why do neural nets learn differently from natural images vs. medical images? I’m happy to announce my new #ICLR2024 paper, “The Effect of Intrinsic Dataset Properties on Generalization”! arxiv.org/abs/2401.08865 Check out the code: github.com/mazurowski-lab… More info next..

🦴Introducing "SegmentAnyBone", a universal model for MRI bone segmentation. This model can segment bones in any MRI location, tackling a major challenge in medical imaging. #SegmentAnyBone #MedicalImaging #AI #DukeSpark

Can we adapt segmentation models to a new domain at test time, with only a single image? Introducing our new preprint and model for this task: "InTEnt: Integrated Entropy Weighting for Single Image Test-Time Adaptation"! (1/N) arxiv.org/abs/2402.09604 Code: github.com/mazurowski-lab…

Excited to share our new paper, "ContourDiff: Unpaired Image Translation with Contour-Guided Diffusion Models”, which leverages domain-invariant anatomical contour representations to preserve anatomy through translation! (1/N) arxiv.org/abs/2403.10786 Code: github.com/mazurowski-lab…

I'm happy to share that our lab had three short papers and a long paper accepted at @midl-conference.bky.social! (1/4): Rethinking Perceptual Metrics for Medical Image Translation (openreview.net/forum?id=acNu3…), led by me;