Deep learning for biomedical photoacoustic imaging: A review. - Janek Gröhl; Melanie Schellenberg; Kris Dreher; Lena Maier-Hein (CoRR, 2020)

Tattoo tomography: Freehand 3D photoacoustic image reconstruction with an optical pattern. - Niklas Holzwarth; Melanie Schellenberg; Janek Gröhl; Kris Dreher; Jan-Hinrich Nölke; Alexander Seitel; Minu Dietlinde Tizabi; Beat P. Müller-Stich; Lena Maier-Hein (Int. J. Comput. Assist. Radiol. Surg., 2021)

Data-driven generation of plausible tissue geometries for realistic photoacoustic image synthesis. - Melanie Schellenberg; Janek Gröhl; Kris Dreher; Niklas Holzwarth; Minu Dietlinde Tizabi; Alexander Seitel; Lena Maier-Hein (CoRR, 2021)

Semantic segmentation of multispectral photoacoustic images using deep learning. - Janek Gröhl; Melanie Schellenberg; Kris Dreher; Niklas Holzwarth; Minu Dietlinde Tizabi; Alexander Seitel; Lena Maier-Hein (CoRR, 2021)

Abstract: Tattoo-Tomographie - Freihand-3D-Photoakustik und multimodale Bildfusion. - Niklas Holzwarth; Melanie Schellenberg; Janek Gröhl; Kris Dreher; Jan-Hinrich Nölke; Alexander Seitel; Minu Dietlinde Tizabi; Beat P. Müller-Stich; Lena Maier-Hein (Bildverarbeitung für die Medizin, 2023)

Unsupervised Domain Transfer with Conditional Invertible Neural Networks. - Kris K. Dreher; Leonardo Ayala; Melanie Schellenberg; Marco Hübner; Jan-Hinrich Nölke; Tim J. Adler; Silvia Seidlitz; Jan Sellner; Alexander Studier-Fischer; Janek Gröhl; Felix Nickel; Ullrich Köthe; et al. (MICCAI (1), 2023)

Efficient Photoacoustic Image Synthesis with Deep Learning. - Tom Rix; Kris K. Dreher; Jan-Hinrich Nölke; Melanie Schellenberg; Minu Dietlinde Tizabi; Alexander Seitel; Lena Maier-Hein (Sensors, 2023)

Photoacoustic Quantification of Tissue Oxygenation Using Conditional Invertible Neural Networks. - Jan-Hinrich Nölke; Tim J. Adler; Melanie Schellenberg; Kris K. Dreher; Niklas Holzwarth; Christoph J. Bender; Minu Dietlinde Tizabi; Alexander Seitel; Lena Maier-Hein (IEEE Trans. Medical Imaging, 2024)

Shortcut learning leads to sex bias in deep learning models for photoacoustic tomography. - Marcel Knopp; Christoph J. Bender; Niklas Holzwarth; Yi Li; Julius Kempf; Milenko Caranovic; Ferdinand Knieling; Werner Lang; Ulrich Rother; Alexander Seitel; Lena Maier-Hein; Kris K. Dreher (Int. J. Comput. Assist. Radiol. Surg., 2025)