Why is the winner the best?
Eisenmann, M.; Reinke, A.; Weru, V.; Tizabi, M. D.; Isensee, F.; Adler, T. J.; Ali, S.; Andrearczyk. Vincent; Aubreville, M.; Baid, U.; Bakas, S.; Balu, N.; Bano, S.; Bernal, J.; Bodenstedt, S.; Casella, A.; Cheplygina, V.; Daum, M.; De Bruijne, M.; Depeursinge, Adrien; Dorent, R.; Egger, J.; Ellis, D. G.; Engelhardt, S.; Ganz, M.; Ghatwary, N.; Girard, G.; Godau, P.; Gupta, A.; Hansen, L.; Harada, K.; Heinrich, M.; Heller, N.; Hering, A.; Huaulmé, A.; Jannin, P.; Kavur, A. E.; Kodym, O.; Kozubek, M.; Li, J.; Li, H.; Ma, J.; Martín-Isla, C.; Menze, B.; Noble, A.; Oreiller, Valentin; Padoy, N.; Pati, S.; Payette, K.; Rädsch, T.; Rafael-Patiño, J.; Singh Bawa, V.; Speidel, S.; Sudre, C. H.; Van Wijnen, K.; Wagner, M.; Wei, D.; Yamlahi, A.; Yap, M. H.; Yuan, C.; Zenk, M.; Zia, A.; Zimmerer, D.; Aydogan, D.; Bhattarai, B.; Bloch, L.; Brüngel, R.; Cho, J.; Choi, C.; Dou, Q.; Ezhov, I.; Friedrich, C. M.; Fuller, C.; Gaire, R. R.; Galdran, A.; García Faura, Á.; Grammatikopoulou, M.; Hong, S.; Jahanifar, M.; Jang, I.; Kadkhodamohammadi, A.; Kang, I.; Kofler, F.; Kondo, S.; Kuijf, H.; Li, M.; Luu, M.; Martinčič, T.; Morais, P.; Naser, M. A.; Oliveira, B.; Owen, D.; Pang, S.; Park, J.; Park, S.; Płotka, S.; Puybareau, E.; Rajpoot, N.; Ryu, K.; Saeed, N.; Shephard, A.; Shi, P.; Štepec, D.; Subedi, R.; Tochon, G.; Torres, H. R.; Urien, H.; Vilaça, J. L.; Wahid, K. A.; Wang, H.; Wang, J.; Wang, L.; Wang, X.; Wiestler, B.; Wodzinski, Marek
2023
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Citation
Résumé
International benchmarking competitions have become fundamental for the comparative performance assessment of image analysis methods. However, little attention has been given to investigating what can be learnt from these competitions. Do they really generate scientific progress? What are common and successful participation strategies? What makes a solution superior to a competing method? To address this gap in the literature, we performed a multicenter study with all 80 competitions that were conducted in the scope of IEEE ISBI 2021 and MICCAI 2021. Statistical analyses performed based on comprehensive descriptions of the submitted algorithms linked to their rank as well as the underlying participation strategies revealed common characteristics of winning solutions. These typically include the use of multi-task learning (63%) and/or multi-stage pipelines (61%), and a focus on augmentation (100%), image preprocessing (97%), data curation (79%), and post-processing (66%). The “typical” lead of a winning team is a computer scientist with a doctoral degree, five years of experience in biomedical image analysis, and four years of experience in deep learning. Two core general development strategies stood out for highly-ranked teams: the reflection of the metrics in the method design and the focus on analyzing and handling failure cases. According to the organizers, 43% of the winning algorithms exceeded the state of the art but only 11% completely solved the respective domain problem. The insights of our study could help researchers (1) improve algorithm development strategies when approaching new problems, and (2) focus on open research questions revealed by this work.
Détails
Titre
Why is the winner the best?
Auteur(s)/ trice(s)
Eisenmann, M. (Division of Intelligent Medical Systems, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany)
Reinke, A. (Division of Intelligent Medical Systems, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Faculty of Mathematics and Computer Science, Heidelberg University, Heidelberg, Germany)
Weru, V. (Division of Biostatistics, German Cancer Research Center (DKFZ), Heidelberg, Germany)
Tizabi, M. D. (Division of Intelligent Medical Systems, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany)
Isensee, F. (Division of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany)
Adler, T. J. (Division of Intelligent Medical Systems, German Cancer Research Center (DKFZ), Heidelberg, Germany)
Ali, S. (Faculty of Engineering and Physical Sciences, School of Computing, University of Leeds, Leeds, UK)
Andrearczyk. Vincent (School of Management, University of Applied Sciences and Arts Western Switzerland Valais ; Department of Nuclear Medicine and Molecular Imaging, Lausanne University Hospital, Lausanne, Switzerland)
Aubreville, M. (Technische Hochschule Ingolstadt, Ingolstadt, Germany)
Baid, U. (Center for Artificial Intelligence and Data Science for Integrated Diagnostics (AI2D) and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA ; Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA ; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA)
Bakas, S. (Center for Artificial Intelligence and Data Science for Integrated Diagnostics (AI2D) and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA ; Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA ; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA)
Balu, N. (Department of Radiology, University of Washington, Seattle, WA, USA)
Bano, S. (Department of Computer Science, Wellcome/EPSRC Centre for Interventional and Surgical Sciences (WEISS), University College London, London, UK)
Bernal, J. (Universitat Autònoma de Barcelona & Computer Vision Center, Barcelona, Spain)
Bodenstedt, S. (Division of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC) Dresden, Dresden, Germany)
Casella, A. (Department of Advanced Robotics, Istituto Italiano di Tecnologia, Italy ; Department of Electronics, Information and Bioengineering, Politecnico di Milano, Milan, Italy)
Cheplygina, V. (IT University of Copenhagen, Copenhagen, Denmark)
Daum, M. (Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany)
De Bruijne, M. (Department of Radiology and Nuclear Medicine, Biomedical Imaging Group Rotterdam, Erasmus MC, Rotterdam, The Netherlands ; Department of Computer Science, University of Copenhagen, Copenhagen, Denmark)
Depeursinge, Adrien (School of Management, University of Applied Sciences and Arts Western Switzerland Valais ; Department of Nuclear Medicine and Molecular Imaging, Lausanne University Hospital, Lausanne, Switzerland)
Dorent, R. (Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA ; School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK)
Egger, J. (Institute for Artificial Intelligence in Medicine (IKIM), University Hospital Essen (AöR), Essen, Germany)
Ellis, D. G. (University of Nebraska Medical Center, Omaha, NE, USA)
Engelhardt, S. (Department of Internal Medicine III, Heidelberg University Hospital, Heidelberg, Germany)
Ganz, M. (Neurobiology Research Unit, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark ; Department of Computer Science, University of Copenhagen, Copenhagen, Denmark)
Ghatwary, N. (Arab Academy of Science and Technology, Cairo, Egypt)
Girard, G. (CIBM Center for Biomedical Imaging, Lausanne, Switzerland ; Radiology Department, Centre Hospitalier Universitaire Vaudois (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland ; Signal Processing Laboratory (LTS5), Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland)
Godau, P. (Division of Intelligent Medical Systems, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Faculty of Mathematics and Computer Science, Heidelberg University, Heidelberg, Germany ; National Center for Tumor Diseases (NCT), Heidelberg, Germany)
Gupta, A. (Department of ECE, SBILab, IIIT-Delhi, Delhi, India)
Hansen, L. (University of Lübeck, Lübeck, Germany)
Harada, K. (Mechanical Engineering, School of Engineering, The University of Tokyo, Tokyo, Japan)
Heinrich, M. (University of Lübeck, Lübeck, Germany)
Heller, N. (Department of Computer Science & Engineering, University of Minnesota, Minneapolis, MN, USA)
Hering, A. (Diagnostic Image Analysis Group, Radboud University Medical Center, Nijmegen, The Netherlands ; Fraunhofer MEVIS, Lübeck, Germany)
Huaulmé, A. (Univ Rennes, INSERM, Rennes, France)
Jannin, P. (Univ Rennes, INSERM, Rennes, France)
Kavur, A. E. (Division of Intelligent Medical Systems, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany)
Kodym, O. (Brno University of Technology, Brno, Czech Republic)
Kozubek, M. (Centre for Biomedical Image Analysis, Masaryk University, Brno, Czech Republic)
Li, J. (Institute for Artificial Intelligence in Medicine (IKIM), University Hospital Essen (AöR), Essen, Germany)
Li, H. (Department of Quantitative Biomedicine, University of Zurich, Zurich, Switzerland)
Ma, J. (Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Canada)
Martín-Isla, C. (Departament de Matemàtiques & Informàtica, Universitat de Barcelona, Barcelona, Spain)
Menze, B. (Department of Quantitative Biomedicine, Biomedical Image Analysis & Machine Learning, University of Zurich, Zurich, Switzerland)
Noble, A. (Department of Engineering Science, University of Oxford, Oxford, UK)
Oreiller, Valentin (School of Management, University of Applied Sciences and Arts Western Switzerland Valais ; Department of Nuclear Medicine and Molecular Imaging, Lausanne University Hospital, Lausanne, Switzerland)
Padoy, N. (ICube, University of Strasbourg, CNRS, Strasbourg, France ; IHU Strasbourg, Strasbourg, France)
Pati, S. (Center For Artificial Intelligence And Data Science For Integrated Diagnostics (AI2D) and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA ; Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA ; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA ; Department of Informatics, Technical University of Munich, Munich, Germany)
Payette, K. (Center for MR Research, University Children's Hospital Zurich, University of Zurich, Zurich, Switzerland ; Neuroscience Center Zurich, University of Zurich, Zurich, Switzerland)
Rädsch, T. (Division of Intelligent Medical Systems, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany)
Rafael-Patiño, J. (Radiology Department, Centre Hospitalier Universitaire Vaudois (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland ; Signal Processing Laboratory (LTS5), Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland)
Singh Bawa, V. (Visual Artificial Intelligence Laboratory (VAIL), Oxford Brookes University, Oxford, UK)
Speidel, S. (Division of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC) Dresden, Dresden, Germany ; Centre for Tactile Internet with Human-in-the-Loop (CeTI), TU Dresden, Dresden, Germany)
Sudre, C. H. (MRC Unit for Lifelong Health and Ageing, University College London, London, UK ; Centre for Medical Image Computing, University College London, London, UK ; School of Biomedical Engineering & Imaging Sciences, King's College London, London, UK ; Dementia Research Centre, University College London, London, UK)
Van Wijnen, K. (Department of Radiology and Nuclear Medicine, Biomedical Imaging Group Rotterdam, Erasmus MC, Rotterdam, The Netherlands)
Wagner, M. (Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany)
Wei, D. (Computer Science, Boston College, Boston, USA)
Yamlahi, A. (Division of Intelligent Medical Systems, German Cancer Research Center (DKFZ), Heidelberg, Germany)
Yap, M. H. (Department of Computing and Mathematics, Manchester Metropolitan University, Manchester, UK)
Yuan, C. (Department of Radiology, University of Washington, Seattle, WA, USA)
Zenk, M. (Division of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Medical Faculty, Heidelberg University, Heidelberg, Germany)
Zia, A. (Intuitive Surgical, Inc., Sunnyvale, CA, USA)
Zimmerer, D. (Division of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany)
Aydogan, D. (A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland ; Department of Neuroscience and Biomedical Engineering, Aalto University School of Science, Espoo, Finland)
Bhattarai, B. (University of Aberdeen, Aberdeen, UK)
Bloch, L. (Department of Computer Science, University of Applied Sciences and Arts Dortmund, Dortmund, Germany ; Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, Essen, Germany ; Institute for Artificial Intelligence in Medicine (IKIM), University Hospital Essen, Essen, Germany)
Brüngel, R. (Department of Computer Science, University of Applied Sciences and Arts Dortmund, Dortmund, Germany ; Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, Essen, Germany ; Institute for Artificial Intelligence in Medicine (IKIM), University Hospital Essen, Essen, Germany)
Cho, J. (School of Computing, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea)
Choi, C. (Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA)
Dou, Q. (The Chinese University of Hong Kong, Hong Kong)
Ezhov, I. (Department of Computer Science, Technical University of Munich, Munich, Germany)
Friedrich, C. M. (Department of Computer Science, University of Applied Sciences and Arts Dortmund, Dortmund, Germany ; Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, Essen, Germany)
Fuller, C. (The University of Texas MD Anderson Cancer Center, Houston, TX, USA)
Gaire, R. R. (Nepal Applied Mathematics and Informatics Institute for Research (NAAMII), Lalitpur, Nepal)
Galdran, A. (Universidad Pompeu Fabra, Barcelona, Spain ; University of Adelaide, Australia, Australia)
García Faura, Á. (XLAB d.o.o., Ljubljana, Slovenia)
Grammatikopoulou, M. (Touch Surgery, Medtronic, London, UK)
Hong, S. (CJ AI Center, Seoul, Republic of Korea)
Jahanifar, M. (Department of Computer Science, Tissue Image Analytics Centre, University of Warwick, Coventry, UK)
Jang, I. (Hankuk University of Foreign Studies, Yongin, Republic of Korea ; Massachusetts General Hospital, Boston, MA, USA ; Harvard Medical School, Boston, MA, USA)
Kadkhodamohammadi, A. (ouch Surgery, Medtronic, London, UK)
Kang, I. (School of Computing, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea)
Kofler, F. (Helmholtz AI, Helmholtz Zentrum München, Munich, Germany ; Department of Informatics, Technical University Munich, Munich, Germany ; ransiaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Munich, Germany ; Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany)
Kondo, S. (Muroran Institute of Technology, Hokkaido, Japan)
Kuijf, H. (UMC Utrecht, Utrecht, The Netherlands)
Li, M. (University of Science and Technology of China, Hefei, China)
Luu, M. (Department of Bio and Brain Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea)
Martinčič, T. (XLAB d.o.o., Ljubljana, Slovenia)
Morais, P. (2Ai, School of Technology, IPCA, Barcelos, Portugal)
Naser, M. A. (The University of Texas MD Anderson Cancer Center, Houston, TX, USA)
Oliveira, B. (2Ai, School of Technology, IPCA, Barcelos, Portugal ; Algoritmi Center, School of Engineering, University of Minho, Guimarães, Portugal ; Life and Health Sciences Research Institute, School of Medicine, University of Minho, Braga, Portugal)
Owen, D. (Touch Surgery, Medtronic, London, UK)
Pang, S. (Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA)
Park, J. (School of Computing, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea)
Park, S. (Department of Bio and Brain Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea)
Płotka, S. (Sano Centre for Computational Medicine, Cracow, Poland ; Informatics Institute, University of Amsterdam, Amsterdam, The Netherlands ; Department of Biomedical Engineering and Physics, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands)
Puybareau, E. (LRE, EPITA, Paris, France)
Rajpoot, N. (Department of Computer Science, Tissue Image Analytics Centre, University of Warwick, Coventry, UK)
Ryu, K. (Artificial Intelligence and Robotics Institute, Korea Institute of Science and Technology, Seoul, Republic of Korea)
Saeed, N. (Mohamed Bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE)
Shephard, A. (Department of Computer Science, Tissue Image Analytics Centre, University of Warwick, Coventry, UK)
Shi, P. (Harbin Institute of Technology, Shenzhen, China)
Štepec, D. (XLAB d.o.o., Ljubljana, Slovenia ; Faculty of Computer and Information Science, University of Ljubljana, Ljubljana, Slovenia)
Subedi, R. (Nepal Applied Mathematics and Informatics Institute for Research (NAAMII), Lalitpur, Nepal)
Tochon, G. (LRE, EPITA, Paris, France)
Torres, H. R. (2Ai, School of Technology, IPCA, Barcelos, Portugal ; Algoritmi Center, School of Engineering, University of Minho, Guimarães, Portugal ; Life and Health Sciences Research Institute, School of Medicine, University of Minho, Braga, Portugal)
Urien, H. (ISEP, Paris, France)
Vilaça, J. L. (2Ai, School of Technology, IPCA, Barcelos, Portugal)
Wahid, K. A. (The University of Texas MD Anderson Cancer Center, Houston, TX, USA)
Wang, H. (Department of Computer Science at School of Informatics, Xiamen University, Xiamen, China)
Wang, J. (Department of Computer Science at School of Informatics, Xiamen University, Xiamen, China)
Wang, L. (Department of Computer Science at School of Informatics, Xiamen University, Xiamen, China)
Wang, X. (College of Computer Science, Sichuan University, Chengdu, China)
Wiestler, B. (Department of Neuroradiology, Technical University of Munich, Munich, Germany)
Wodzinski, Marek (School of Management, University of Applied Sciences and Arts Western Switzerland Valais ; Department of Measurement and Electronics, AGH UST, Kraków, Poland)
Reinke, A. (Division of Intelligent Medical Systems, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Faculty of Mathematics and Computer Science, Heidelberg University, Heidelberg, Germany)
Weru, V. (Division of Biostatistics, German Cancer Research Center (DKFZ), Heidelberg, Germany)
Tizabi, M. D. (Division of Intelligent Medical Systems, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany)
Isensee, F. (Division of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany)
Adler, T. J. (Division of Intelligent Medical Systems, German Cancer Research Center (DKFZ), Heidelberg, Germany)
Ali, S. (Faculty of Engineering and Physical Sciences, School of Computing, University of Leeds, Leeds, UK)
Andrearczyk. Vincent (School of Management, University of Applied Sciences and Arts Western Switzerland Valais ; Department of Nuclear Medicine and Molecular Imaging, Lausanne University Hospital, Lausanne, Switzerland)
Aubreville, M. (Technische Hochschule Ingolstadt, Ingolstadt, Germany)
Baid, U. (Center for Artificial Intelligence and Data Science for Integrated Diagnostics (AI2D) and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA ; Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA ; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA)
Bakas, S. (Center for Artificial Intelligence and Data Science for Integrated Diagnostics (AI2D) and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA ; Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA ; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA)
Balu, N. (Department of Radiology, University of Washington, Seattle, WA, USA)
Bano, S. (Department of Computer Science, Wellcome/EPSRC Centre for Interventional and Surgical Sciences (WEISS), University College London, London, UK)
Bernal, J. (Universitat Autònoma de Barcelona & Computer Vision Center, Barcelona, Spain)
Bodenstedt, S. (Division of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC) Dresden, Dresden, Germany)
Casella, A. (Department of Advanced Robotics, Istituto Italiano di Tecnologia, Italy ; Department of Electronics, Information and Bioengineering, Politecnico di Milano, Milan, Italy)
Cheplygina, V. (IT University of Copenhagen, Copenhagen, Denmark)
Daum, M. (Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany)
De Bruijne, M. (Department of Radiology and Nuclear Medicine, Biomedical Imaging Group Rotterdam, Erasmus MC, Rotterdam, The Netherlands ; Department of Computer Science, University of Copenhagen, Copenhagen, Denmark)
Depeursinge, Adrien (School of Management, University of Applied Sciences and Arts Western Switzerland Valais ; Department of Nuclear Medicine and Molecular Imaging, Lausanne University Hospital, Lausanne, Switzerland)
Dorent, R. (Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA ; School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK)
Egger, J. (Institute for Artificial Intelligence in Medicine (IKIM), University Hospital Essen (AöR), Essen, Germany)
Ellis, D. G. (University of Nebraska Medical Center, Omaha, NE, USA)
Engelhardt, S. (Department of Internal Medicine III, Heidelberg University Hospital, Heidelberg, Germany)
Ganz, M. (Neurobiology Research Unit, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark ; Department of Computer Science, University of Copenhagen, Copenhagen, Denmark)
Ghatwary, N. (Arab Academy of Science and Technology, Cairo, Egypt)
Girard, G. (CIBM Center for Biomedical Imaging, Lausanne, Switzerland ; Radiology Department, Centre Hospitalier Universitaire Vaudois (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland ; Signal Processing Laboratory (LTS5), Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland)
Godau, P. (Division of Intelligent Medical Systems, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Faculty of Mathematics and Computer Science, Heidelberg University, Heidelberg, Germany ; National Center for Tumor Diseases (NCT), Heidelberg, Germany)
Gupta, A. (Department of ECE, SBILab, IIIT-Delhi, Delhi, India)
Hansen, L. (University of Lübeck, Lübeck, Germany)
Harada, K. (Mechanical Engineering, School of Engineering, The University of Tokyo, Tokyo, Japan)
Heinrich, M. (University of Lübeck, Lübeck, Germany)
Heller, N. (Department of Computer Science & Engineering, University of Minnesota, Minneapolis, MN, USA)
Hering, A. (Diagnostic Image Analysis Group, Radboud University Medical Center, Nijmegen, The Netherlands ; Fraunhofer MEVIS, Lübeck, Germany)
Huaulmé, A. (Univ Rennes, INSERM, Rennes, France)
Jannin, P. (Univ Rennes, INSERM, Rennes, France)
Kavur, A. E. (Division of Intelligent Medical Systems, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany)
Kodym, O. (Brno University of Technology, Brno, Czech Republic)
Kozubek, M. (Centre for Biomedical Image Analysis, Masaryk University, Brno, Czech Republic)
Li, J. (Institute for Artificial Intelligence in Medicine (IKIM), University Hospital Essen (AöR), Essen, Germany)
Li, H. (Department of Quantitative Biomedicine, University of Zurich, Zurich, Switzerland)
Ma, J. (Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Canada)
Martín-Isla, C. (Departament de Matemàtiques & Informàtica, Universitat de Barcelona, Barcelona, Spain)
Menze, B. (Department of Quantitative Biomedicine, Biomedical Image Analysis & Machine Learning, University of Zurich, Zurich, Switzerland)
Noble, A. (Department of Engineering Science, University of Oxford, Oxford, UK)
Oreiller, Valentin (School of Management, University of Applied Sciences and Arts Western Switzerland Valais ; Department of Nuclear Medicine and Molecular Imaging, Lausanne University Hospital, Lausanne, Switzerland)
Padoy, N. (ICube, University of Strasbourg, CNRS, Strasbourg, France ; IHU Strasbourg, Strasbourg, France)
Pati, S. (Center For Artificial Intelligence And Data Science For Integrated Diagnostics (AI2D) and Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA ; Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA ; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA ; Department of Informatics, Technical University of Munich, Munich, Germany)
Payette, K. (Center for MR Research, University Children's Hospital Zurich, University of Zurich, Zurich, Switzerland ; Neuroscience Center Zurich, University of Zurich, Zurich, Switzerland)
Rädsch, T. (Division of Intelligent Medical Systems, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany)
Rafael-Patiño, J. (Radiology Department, Centre Hospitalier Universitaire Vaudois (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland ; Signal Processing Laboratory (LTS5), Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland)
Singh Bawa, V. (Visual Artificial Intelligence Laboratory (VAIL), Oxford Brookes University, Oxford, UK)
Speidel, S. (Division of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC) Dresden, Dresden, Germany ; Centre for Tactile Internet with Human-in-the-Loop (CeTI), TU Dresden, Dresden, Germany)
Sudre, C. H. (MRC Unit for Lifelong Health and Ageing, University College London, London, UK ; Centre for Medical Image Computing, University College London, London, UK ; School of Biomedical Engineering & Imaging Sciences, King's College London, London, UK ; Dementia Research Centre, University College London, London, UK)
Van Wijnen, K. (Department of Radiology and Nuclear Medicine, Biomedical Imaging Group Rotterdam, Erasmus MC, Rotterdam, The Netherlands)
Wagner, M. (Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany)
Wei, D. (Computer Science, Boston College, Boston, USA)
Yamlahi, A. (Division of Intelligent Medical Systems, German Cancer Research Center (DKFZ), Heidelberg, Germany)
Yap, M. H. (Department of Computing and Mathematics, Manchester Metropolitan University, Manchester, UK)
Yuan, C. (Department of Radiology, University of Washington, Seattle, WA, USA)
Zenk, M. (Division of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Medical Faculty, Heidelberg University, Heidelberg, Germany)
Zia, A. (Intuitive Surgical, Inc., Sunnyvale, CA, USA)
Zimmerer, D. (Division of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany ; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany)
Aydogan, D. (A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland ; Department of Neuroscience and Biomedical Engineering, Aalto University School of Science, Espoo, Finland)
Bhattarai, B. (University of Aberdeen, Aberdeen, UK)
Bloch, L. (Department of Computer Science, University of Applied Sciences and Arts Dortmund, Dortmund, Germany ; Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, Essen, Germany ; Institute for Artificial Intelligence in Medicine (IKIM), University Hospital Essen, Essen, Germany)
Brüngel, R. (Department of Computer Science, University of Applied Sciences and Arts Dortmund, Dortmund, Germany ; Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, Essen, Germany ; Institute for Artificial Intelligence in Medicine (IKIM), University Hospital Essen, Essen, Germany)
Cho, J. (School of Computing, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea)
Choi, C. (Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA)
Dou, Q. (The Chinese University of Hong Kong, Hong Kong)
Ezhov, I. (Department of Computer Science, Technical University of Munich, Munich, Germany)
Friedrich, C. M. (Department of Computer Science, University of Applied Sciences and Arts Dortmund, Dortmund, Germany ; Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, Essen, Germany)
Fuller, C. (The University of Texas MD Anderson Cancer Center, Houston, TX, USA)
Gaire, R. R. (Nepal Applied Mathematics and Informatics Institute for Research (NAAMII), Lalitpur, Nepal)
Galdran, A. (Universidad Pompeu Fabra, Barcelona, Spain ; University of Adelaide, Australia, Australia)
García Faura, Á. (XLAB d.o.o., Ljubljana, Slovenia)
Grammatikopoulou, M. (Touch Surgery, Medtronic, London, UK)
Hong, S. (CJ AI Center, Seoul, Republic of Korea)
Jahanifar, M. (Department of Computer Science, Tissue Image Analytics Centre, University of Warwick, Coventry, UK)
Jang, I. (Hankuk University of Foreign Studies, Yongin, Republic of Korea ; Massachusetts General Hospital, Boston, MA, USA ; Harvard Medical School, Boston, MA, USA)
Kadkhodamohammadi, A. (ouch Surgery, Medtronic, London, UK)
Kang, I. (School of Computing, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea)
Kofler, F. (Helmholtz AI, Helmholtz Zentrum München, Munich, Germany ; Department of Informatics, Technical University Munich, Munich, Germany ; ransiaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Munich, Germany ; Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany)
Kondo, S. (Muroran Institute of Technology, Hokkaido, Japan)
Kuijf, H. (UMC Utrecht, Utrecht, The Netherlands)
Li, M. (University of Science and Technology of China, Hefei, China)
Luu, M. (Department of Bio and Brain Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea)
Martinčič, T. (XLAB d.o.o., Ljubljana, Slovenia)
Morais, P. (2Ai, School of Technology, IPCA, Barcelos, Portugal)
Naser, M. A. (The University of Texas MD Anderson Cancer Center, Houston, TX, USA)
Oliveira, B. (2Ai, School of Technology, IPCA, Barcelos, Portugal ; Algoritmi Center, School of Engineering, University of Minho, Guimarães, Portugal ; Life and Health Sciences Research Institute, School of Medicine, University of Minho, Braga, Portugal)
Owen, D. (Touch Surgery, Medtronic, London, UK)
Pang, S. (Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA)
Park, J. (School of Computing, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea)
Park, S. (Department of Bio and Brain Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea)
Płotka, S. (Sano Centre for Computational Medicine, Cracow, Poland ; Informatics Institute, University of Amsterdam, Amsterdam, The Netherlands ; Department of Biomedical Engineering and Physics, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands)
Puybareau, E. (LRE, EPITA, Paris, France)
Rajpoot, N. (Department of Computer Science, Tissue Image Analytics Centre, University of Warwick, Coventry, UK)
Ryu, K. (Artificial Intelligence and Robotics Institute, Korea Institute of Science and Technology, Seoul, Republic of Korea)
Saeed, N. (Mohamed Bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE)
Shephard, A. (Department of Computer Science, Tissue Image Analytics Centre, University of Warwick, Coventry, UK)
Shi, P. (Harbin Institute of Technology, Shenzhen, China)
Štepec, D. (XLAB d.o.o., Ljubljana, Slovenia ; Faculty of Computer and Information Science, University of Ljubljana, Ljubljana, Slovenia)
Subedi, R. (Nepal Applied Mathematics and Informatics Institute for Research (NAAMII), Lalitpur, Nepal)
Tochon, G. (LRE, EPITA, Paris, France)
Torres, H. R. (2Ai, School of Technology, IPCA, Barcelos, Portugal ; Algoritmi Center, School of Engineering, University of Minho, Guimarães, Portugal ; Life and Health Sciences Research Institute, School of Medicine, University of Minho, Braga, Portugal)
Urien, H. (ISEP, Paris, France)
Vilaça, J. L. (2Ai, School of Technology, IPCA, Barcelos, Portugal)
Wahid, K. A. (The University of Texas MD Anderson Cancer Center, Houston, TX, USA)
Wang, H. (Department of Computer Science at School of Informatics, Xiamen University, Xiamen, China)
Wang, J. (Department of Computer Science at School of Informatics, Xiamen University, Xiamen, China)
Wang, L. (Department of Computer Science at School of Informatics, Xiamen University, Xiamen, China)
Wang, X. (College of Computer Science, Sichuan University, Chengdu, China)
Wiestler, B. (Department of Neuroradiology, Technical University of Munich, Munich, Germany)
Wodzinski, Marek (School of Management, University of Applied Sciences and Arts Western Switzerland Valais ; Department of Measurement and Electronics, AGH UST, Kraków, Poland)
Date
2023-08
Publié dans
2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
Pages / Numéro d'article
19955-19966
Publié par
New York, IEEE
Pagination & équivalents
12 p.
Présenté à
EEE / CVF Computer Vision and Pattern Recognition Conference (CVPR 2023)), Vancouver, Canada, 2023-06-17, 2023-06-24
ISBN
979-8-3503-0129-8
Type de papier
published full paper
Domaine
Economie et Services
Ecole
HEG-VS
Institut
Institut Informatique de gestion
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