TY - JOUR A1 - Schellenberg, Melanie A1 - Dreher, Kris K. A1 - Holzwarth, Niklas A1 - Isensee, Fabian A1 - Reinke, Annika A1 - Schreck, Nicholas A1 - Seitel, Alexander A1 - Tiziabi, Minu D. A1 - Maier-Hein, Lena A1 - Gröhl, Janek T1 - Semantic Segmentation of Multispectral Photoacoustic Images Using Deep Learning JF - Photoacoustics KW - medical image segmentation KW - deep learning KW - multispectral imaging KW - photoacoustics KW - optoacoustics Y1 - 2022 U6 - https://doi.org/10.1016/j.pacs.2022.100341 SN - 2213-5979 VL - 26 IS - 2022,June PB - Elsevier ER - TY - JOUR A1 - Rädsch, Tim A1 - Reinke, Annika A1 - Weru, Vivienn A1 - Tizabi, Minu D. A1 - Schreck, Nicholas A1 - Kavur, Ali Emre A1 - Pekdemir, Bünyamin A1 - Roß, Tobias A1 - Kopp-Schneider, Annette A1 - Maier-Hein, Lena T1 - Labelling Instructions Matter in Biomedical Image Analysis JF - Nature Machine Intelligence KW - bioinformatics KW - image analysis KW - medical imaging KW - quality control KW - algorithm validation Y1 - 2023 U6 - https://doi.org/10.1038/s42256-023-00625-5 SN - 25225839 VL - 5 IS - 2023,3 SP - 273 EP - 283 ER - TY - JOUR A1 - Holzwarth, Niklas A1 - Rachel, Zoe A1 - Nölke, Jan-Hinrich A1 - Schellenberg, Melanie A1 - Bauer, Lukas A1 - Schreck, Nicholas A1 - Bender, Christoph J. A1 - Dreher, Kris K. A1 - Regnery, Sebastian A1 - Weusthof, Katharina A1 - Wiesenfarth, Manuel A1 - Kopp-Schneider, Annette A1 - Debus, Jürgen A1 - Seitel, Alexander A1 - Adeberg, Sebastian A1 - Maier-Hein, Lena A1 - Held, Thomas T1 - Photoacoustic Imaging for Monitoring Radiotherapy Treatment Response in Head and Neck Tumors JF - Scientific Reports KW - in vivo KW - head and neck cancer KW - photoacoustic imaging KW - radiotherapy KW - xerostomia Y1 - 2025 U6 - https://doi.org/10.1038/s41598-025-95137-0 SN - 2045-2322 VL - 15 PB - Springer Nature ER - TY - JOUR A1 - Sellner, Jan A1 - Studier-Fischer, Alexander A1 - Bin Qasim, Ahmad A1 - Seidlitz, Silvia A1 - Schreck, Nicholas A1 - Tizabi, Minu A1 - Wiesenfarth, Manuel A1 - Kopp-Schneider, Annette A1 - Heinecke, Janne A1 - Brandt, Jule A1 - Knödler, Samuel A1 - Haney, Caelan Max A1 - Salg, Gabriel A1 - Özdemir, Berkin A1 - Dietrich, Maximilian A1 - Michel, Maurice Stephan A1 - Nickel, Felix A1 - Kowalewski, Karl-Friedrich A1 - Maier-Hein, Lena T1 - Xeno-Learning: Knowledge Transfer Across Species in Deep Learning-Based Spectral Image Analysis KW - hyperspectral imaging KW - surgical scene segmentation KW - tissue classification KW - domain generalization KW - deep learning KW - hyperspectral imaging; surgical scene segmentation; tissue classification; domain generalization; Y1 - 2024 U6 - https://doi.org/10.48550/arXiv.2410.19789 ER -