1 code implementation • 24 Jan 2024 • Marianne Rakic, Hallee E. Wong, Jose Javier Gonzalez Ortiz, Beth Cimini, John Guttag, Adrian V. Dalca
Existing learning-based solutions to medical image segmentation have two important shortcomings.
1 code implementation • 12 Dec 2023 • Hallee E. Wong, Marianne Rakic, John Guttag, Adrian V. Dalca
These include a training strategy that incorporates both a highly diverse set of images and tasks, novel algorithms for simulated user interactions and labels, and a network that enables fast inference.
no code implementations • MIDL 2019 • Marianne Rakic, John Guttag, Adrian V. Dalca
We present a method that predicts how a brain MRI for an individual will change over time.
1 code implementation • NeurIPS 2019 • Adrian V. Dalca, Marianne Rakic, John Guttag, Mert R. Sabuncu
We develop a learning framework for building deformable templates, which play a fundamental role in many image analysis and computational anatomy tasks.