Recent Publications

• Hoffmann M. Domain-Randomized Deep Learning for Neuroimage Analysis: Selecting Training Strategies, Navigating Challenges, and Maximizing Benefits. IEEE Signal Process Mag. 2025 Jul. 42(4):78-90
• Specktor-Fadida B, Hoffmann M. SingleStrip: learning skull-stripping from a single labeled example. Data Eng Med Imaging (2025). 2026. 16191:42-52
• Fu J, Dalca AV, Fischl B, Moreno R, Hoffmann M. LEARNING ACCURATE RIGID REGISTRATION FOR LONGITUDINAL BRAIN MRI FROM SYNTHETIC DATA. Proc IEEE Int Symp Biomed Imaging. 2025 Apr. 2025
• Weiser PJ, Langs G, Bogner W, Motyka S, Strasser B, Golland P, Singh N, Dietrich J, Uhlmann E, Batchelor T, Cahill D, Hoffmann M, Klauser A, Andronesi OC. Deep-ER: Deep Learning ECCENTRIC Reconstruction for fast high-resolution neurometabolic imaging. Neuroimage. 2025 Apr 01. 309:121045
• Weiser PJ, Langs G, Motyka S, Bogner W, Courvoisier S, Hoffmann M, Klauser A, Andronesi OC. WALINET: A water and lipid identification convolutional neural network for nuisance signal removal in ?1H$$ {}^1\mathrm{H} $$ MR spectroscopic imaging. Magn Reson Med. 2025 Apr. 93(4):1430-1442