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Detecting failure modes in image reconstructions with interval neural network uncertainty

2021 . Oala, Luis | Heiß, Cosmas | Macdonald, Jan | März, Maximilian | Kutyniok, Gitta | Samek, Wojciech

Fully automated deep learning-based localization and segmentation of the locus coeruleus in aging and Parkinson’s disease using neuromelanin-sensitive MRI

2021 . Dünnwald, Max | Ernst, Philipp | Düzel, Emrah | Tönnies, Klaus | Betts, Matthew J. | Oeltze-Jafra, Steffen

Sensitivity analysis for interpretation of machine learning based segmentation models in cardiac MRI

2021 . Ankenbrand, Markus | Shainberg, Liliia | Hock, Michael | Lohr, David | Schreiber, Laura M.

Detection of liver cirrhosis in standard T2-weighted MRI using deep transfer learning

2021 . Nowak, Sebastian | Mesropyan, Narine | Faron, Anton | Block, Wolfgang | Reuter, Martin | Attenberger, Ulrike I. | Luetkens, Julian A. | Sprinkart, Alois M

MR-contrast-aware image-to-image translations with generative adversarial networks

2021 . Denck, Jonas | Guehring, Jens | Maier, Andreas | Rothgang, Eva

Fully automated body composition analysis in routine CT imaging using 3D semantic segmentation convolutional neural networks

2020 . Koitka, Sven | Kroll, Lennard | Malamutmann, Eugen | Oezcelik, Arzu | Nensa, Felix

Fast body part segmentation and tracking of neonatal video data using deep learning

2020 . Hoog Antink, Christoph | Ferreira, Joana Carlos Mesquita | Paul, Michael | Lyra, Simon | Heimann, Konrad | Karthik, Srinivasa | Joseph, Jayaraj | Jayaraman, Kumutha | Orlikowsky, Thorsten | Sivaprakasam, Mohanasankar | Leonhardt, Steffen