no code implementations • 6 Dec 2021 • Elena Williams, Sebastian Niehaus, Janis Reinelt, Alberto Merola, Paul Glad Mihai, Kersten Villringer, Konstantin Thierbach, Evelyn Medawar, Daniel Lichterfeld, Ingo Roeder, Nico Scherf, Maria del C. Valdés Hernández
Machine learning algorithms underpin modern diagnostic-aiding software, which has proved valuable in clinical practice, particularly in radiology.
no code implementations • 11 Nov 2020 • Nastassya Horlava, Alisa Mironenko, Sebastian Niehaus, Sebastian Wagner, Ingo Roeder, Nico Scherf
In recent years, Convolutional Neural Networks (CNNs) have become the state-of-the-art method for biomedical image analysis.
1 code implementation • MIDL 2019 • Sarah Schmell, Falk Zakrzewski, Walter de Back, Martin Weigert, Uwe Schmidt, Torsten Wenke, Silke Zeugner, Robert Mantey, Christian Sperling, Ingo Roeder, Pia Hoenscheid, Daniela Aust, Gustavo Baretton
It mimics the pathological assessment and relies on the detection and localization of interphase nuclei based on instance segmentation networks.
no code implementations • 23 Jul 2019 • Marie Kloenne, Sebastian Niehaus, Leonie Lampe, Alberto Merola, Janis Reinelt, Ingo Roeder, Nico Scherf
The framework is validated with an architecture comparison to show CNN architecture-independent effects of our framework functionality.