May 2023 issue

https://doi.org/10.59275/j.melba.2023-37ca

2 papers


Deep Learning for Ultrasound Speed-of-Sound Reconstruction: Impacts of Training Data Diversity on Stability and Robustness cover file

Deep Learning for Ultrasound Speed-of-Sound Reconstruction: Impacts of Training Data Diversity on Stability and Robustness

2023/05/10
May 2023 issue

Farnaz Khun JushTechnology Excellence, Siemens Healthcare GmbH, Erlangen, Germany
Pattern Recognition Lab, Friedrich-Alexander-University, Erlangen, Germany, Markus BieleTechnology Excellence, Siemens Healthcare GmbH, Erlangen, Germany, Peter M. DueppenbeckerTechnology Excellence, Siemens Healthcare GmbH, Erlangen, Germany, Andreas MaierPattern Recognition Lab, Friedrich-Alexander-University, Erlangen, Germany

PDF · arXiv
Are we using appropriate segmentation metrics? Identifying correlates of human expert perception for CNN training beyond rolling the DICE coefficient cover file

Are we using appropriate segmentation metrics? Identifying correlates of human expert perception for CNN training beyond rolling the DICE coefficient

2023/05/03
May 2023 issue

Florian KoflerDepartment of Informatics, Technical University Munich, Germany
TranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Germany
Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikumrechts der Isar, Technical University of Munich, Germany
Helmholtz AI, Helmholtz Zentrum München, Germany et al.

Florian KoflerDepartment of Informatics, Technical University Munich, Germany
TranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Germany
Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikumrechts der Isar, Technical University of Munich, Germany
Helmholtz AI, Helmholtz Zentrum München, Germany, Ivan EzhovDepartment of Informatics, Technical University Munich, Germany
TranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Germany, Fabian IsenseeApplied Computer Vision Lab, Helmholtz Imaging, Germany
Division of Medical Image Computing, German Cancer Research Center (DKFZ), Germany, Fabian BalsigerSupport Center for Advanced Neuroimaging (SCAN), Institute for Diagnostic and Interventional Neuroradiology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland, Christoph BergerDepartment of Informatics, Technical University Munich, Germany, Maximilian KoernerDepartment of Informatics, Technical University Munich, Germany, Beatrice DemirayComputer Aided Medical Procedures (CAMP), Technical University of Munich, Germany, Julia RackersederComputer Aided Medical Procedures (CAMP), Technical University of Munich, Germany
ImFusion GmbH, Munich, Germany, Johannes PaetzoldDepartment of Informatics, Technical University Munich, Germany
Helmholtz Zentrum München, Germany
Imperial College London, Hongwei LiDepartment of Informatics, Technical University Munich, Germany
Department of Quantitative Biomedicine, University of Zurich, Switzerland, Suprosanna ShitDepartment of Informatics, Technical University Munich, Germany
TranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Germany, Richard McKinleySupport Center for Advanced Neuroimaging (SCAN), Institute for Diagnostic and Interventional Neuroradiology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland, Marie PiraudHelmholtz AI, Helmholtz Zentrum München, Germany, Spyridon BakasCenter for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA
Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA, Claus ZimmerDepartment of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikumrechts der Isar, Technical University of Munich, Germany, Nassir NavabComputer Aided Medical Procedures (CAMP), Technical University of Munich, Germany, Jan KirschkeDepartment of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikumrechts der Isar, Technical University of Munich, Germany, Benedikt WiestlerTranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Germany
Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikumrechts der Isar, Technical University of Munich, Germany
contributed equally as senior authors, Bjoern MenzeDepartment of Informatics, Technical University Munich, Germany
Department of Quantitative Biomedicine, University of Zurich, Switzerland
contributed equally as senior authors

PDF · arXiv