Volume 2

8 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
Effect of latent space distribution on the segmentation of images with multiple annotations cover file

Effect of latent space distribution on the segmentation of images with multiple annotations

2023/04/30
UNSURE2022 special issue

Ishaan BhatImage Sciences Institute, University Medical Center Utrecht, The Netherlands, Josien P.W. PluimDepartment of Biomedical Engineering, Eindhoven University of Technology, The Netherlands, Max A. ViergeverImage Sciences Institute, University Medical Center Utrecht, The Netherlands, Hugo J. KuijfImage Sciences Institute, University Medical Center Utrecht, The Netherlands

PDF · arXiv · Code
Multi-Scale Feature Fusion using Parallel-Attention Block for COVID-19 Chest X-ray Diagnosis cover file

Multi-Scale Feature Fusion using Parallel-Attention Block for COVID-19 Chest X-ray Diagnosis

2023/04/26
April 2023 issue

Xiao QiDepartment of Electrical and Computer Engineering, Rutgers Univeristy, New Brunswick, NJ, USA, David J. ForanRutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA, John L. NosherDepartment of Radiology, Rutgers Robert Wood Johnson Medical School, New Brunswick, NJ, USA, Ilker HacihalilogluDepartment of Radiology, The University of British Columbia, BC, Canada
Department of Medicine, The University of British Columbia, BC, Canada

PDF · arXiv
Cross Attention Transformers for Multi-modal Unsupervised Whole-Body PET Anomaly Detection cover file

Cross Attention Transformers for Multi-modal Unsupervised Whole-Body PET Anomaly Detection

2023/04/19
April 2023 issue

Ashay PatelKing’s College London, Petru-Danial TudiosuKing’s College London, Walter H.L. PinayaKing’s College London, Gary CookKing’s College London, Vicky GohKing’s College London, Sebastien OurselinKing’s College London, M. Jorge CardosoKing’s College London

PDF · arXiv
Deep Weakly-Supervised Learning Methods for Classification and Localization in Histology Images: A Survey cover file

Deep Weakly-Supervised Learning Methods for Classification and Localization in Histology Images: A Survey

2023/03/06
March 2023 issue

Jérôme RonyLIVIA, Dept. of Systems Engineering, École de technologie supérieure, Montreal, Canada, Soufiane BelharbiLIVIA, Dept. of Systems Engineering, École de technologie supérieure, Montreal, Canada, Jose DolzLIVIA, Dept. of Software and IT Engineering, École de technologie supérieure, Montreal, Canada, Ismail Ben AyedLIVIA, Dept. of Systems Engineering, École de technologie supérieure, Montreal, Canada, Luke McCaffreyGoodman Cancer Research Centre, Dept. of Oncology, McGill University, Montreal, Canada, Eric GrangerLIVIA, Dept. of Systems Engineering, École de technologie supérieure, Montreal, Canada

PDF · arXiv · Code
Focused Decoding Enables 3D Anatomical Detection by Transformers cover file

Focused Decoding Enables 3D Anatomical Detection by Transformers

2023/02/27
February 2023 issue

Bastian WittmannDepartment of Quantitative Biomedicine, University of Zurich, Zurich, Switzerland, Fernando NavarroDepartment of Informatics, Technical University of Munich, Munich, Germany, Suprosanna ShitDepartment of Informatics, Technical University of Munich, Munich, Germany, Bjoern MenzeDepartment of Quantitative Biomedicine, University of Zurich, Zurich, Switzerland

PDF · arXiv · Code
Automated Cardiac Resting Phase Detection Targeted on the Right Coronary Artery cover file

Automated Cardiac Resting Phase Detection Targeted on the Right Coronary Artery

2023/02/03
January 2023 issue

Seung Su YoonPattern Recognition Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg
Magnetic Resonance, Siemens Healthcare GmbH et al.

Seung Su YoonPattern Recognition Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg
Magnetic Resonance, Siemens Healthcare GmbH, Elisabeth PreuhsPattern Recognition Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg, Michaela SchmidtMagnetic Resonance, Siemens Healthcare GmbH, Christoph FormanMagnetic Resonance, Siemens Healthcare GmbH, Teodora ChitiboiSiemens Medical Solutions USA, Puneet SharmaSiemens Medical Solutions USA, Juliano L. FernandesJose Michel Kalaf Research Institute, Christoph TillmannsDiagnostikum Berlin, Jens WetzlMagnetic Resonance, Siemens Healthcare GmbH, Andreas MaierPattern Recognition Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg

PDF · arXiv