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- [1] Clinical-grade computational pathology using weakly supervised deep learning on whole slide imagesNATURE MEDICINE, 2019, 25 (08) : 1301 - +Campanella, Gabriele论文数: 0 引用数: 0 h-index: 0机构: Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USA Weill Cornell Grad Sch Med Sci, New York, NY 10065 USA Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USAHanna, Matthew G.论文数: 0 引用数: 0 h-index: 0机构: Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USA Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USAGeneslaw, Luke论文数: 0 引用数: 0 h-index: 0机构: Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USA Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USAMiraflor, Allen论文数: 0 引用数: 0 h-index: 0机构: Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USA Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USASilva, Vitor Werneck Krauss论文数: 0 引用数: 0 h-index: 0机构: Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USA Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USABusam, Klaus J.论文数: 0 引用数: 0 h-index: 0机构: Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USA Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USABrogi, Edi论文数: 0 引用数: 0 h-index: 0机构: Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USA Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USAReuter, Victor E.论文数: 0 引用数: 0 h-index: 0机构: Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USA Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USAKlimstra, David S.论文数: 0 引用数: 0 h-index: 0机构: Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USA Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USAFuchs, Thomas J.论文数: 0 引用数: 0 h-index: 0机构: Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USA Weill Cornell Grad Sch Med Sci, New York, NY 10065 USA Mem Sloan Kettering Canc Ctr, Dept Pathol, 1275 York Ave, New York, NY 10021 USA
- [2] Clinical-grade computational pathology using weakly supervised deep learning on whole slide imagesNature Medicine, 2019, 25 : 1301 - 1309Gabriele Campanella论文数: 0 引用数: 0 h-index: 0机构: Memorial Sloan Kettering Cancer Center,Department of PathologyMatthew G. Hanna论文数: 0 引用数: 0 h-index: 0机构: Memorial Sloan Kettering Cancer Center,Department of PathologyLuke Geneslaw论文数: 0 引用数: 0 h-index: 0机构: Memorial Sloan Kettering Cancer Center,Department of PathologyAllen Miraflor论文数: 0 引用数: 0 h-index: 0机构: Memorial Sloan Kettering Cancer Center,Department of PathologyVitor Werneck Krauss Silva论文数: 0 引用数: 0 h-index: 0机构: Memorial Sloan Kettering Cancer Center,Department of PathologyKlaus J. Busam论文数: 0 引用数: 0 h-index: 0机构: Memorial Sloan Kettering Cancer Center,Department of PathologyEdi Brogi论文数: 0 引用数: 0 h-index: 0机构: Memorial Sloan Kettering Cancer Center,Department of PathologyVictor E. Reuter论文数: 0 引用数: 0 h-index: 0机构: Memorial Sloan Kettering Cancer Center,Department of PathologyDavid S. Klimstra论文数: 0 引用数: 0 h-index: 0机构: Memorial Sloan Kettering Cancer Center,Department of PathologyThomas J. Fuchs论文数: 0 引用数: 0 h-index: 0机构: Memorial Sloan Kettering Cancer Center,Department of Pathology
- [3] Federated learning on whole slide images using weakly supervised computational pathologyCLINICAL CANCER RESEARCH, 2021, 27 (05)Lu, Ming Yang论文数: 0 引用数: 0 h-index: 0Kong, Dehan论文数: 0 引用数: 0 h-index: 0Lipkova, Jana论文数: 0 引用数: 0 h-index: 0Chen, Richard J.论文数: 0 引用数: 0 h-index: 0Singh, Rajendra论文数: 0 引用数: 0 h-index: 0Chen, Tiffany Y.论文数: 0 引用数: 0 h-index: 0Williamson, Drew F. K.论文数: 0 引用数: 0 h-index: 0Mahmood, Faisal论文数: 0 引用数: 0 h-index: 0
- [4] Benchmarking weakly-supervised deep learning pipelines for whole slide classification in computational pathologyMEDICAL IMAGE ANALYSIS, 2022, 79Laleh, Narmin Ghaffari论文数: 0 引用数: 0 h-index: 0机构: Univ Hosp RWTH Aachen, Dept Med 3, Aachen, Germany Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyMuti, Hannah Sophie论文数: 0 引用数: 0 h-index: 0机构: Univ Hosp RWTH Aachen, Dept Med 3, Aachen, Germany Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyLoeffler, Chiara Maria Lavinia论文数: 0 引用数: 0 h-index: 0机构: Univ Hosp RWTH Aachen, Dept Med 3, Aachen, Germany Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyEchle, Amelie论文数: 0 引用数: 0 h-index: 0机构: Univ Hosp RWTH Aachen, Dept Med 3, Aachen, Germany Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanySaldanha, Oliver Lester论文数: 0 引用数: 0 h-index: 0机构: Univ Hosp RWTH Aachen, Dept Med 3, Aachen, Germany Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyMahmood, Faisal论文数: 0 引用数: 0 h-index: 0机构: Harvard Med Sch, Brigham & Womens Hosp, Dept Pathol, Boston, MA USA Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyLu, Ming Y.论文数: 0 引用数: 0 h-index: 0机构: Harvard Med Sch, Brigham & Womens Hosp, Dept Pathol, Boston, MA USA Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyTrautwein, Christian论文数: 0 引用数: 0 h-index: 0机构: Univ Hosp RWTH Aachen, Dept Med 3, Aachen, Germany Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyLanger, Rupert论文数: 0 引用数: 0 h-index: 0机构: Johannes Kepler Univ Linz, Kepler Univ Hosp, Inst Pathol & Mol Pathol, Linz, Austria Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyDislich, Bastian论文数: 0 引用数: 0 h-index: 0机构: Univ Bern, Inst Pathol, Bern, Switzerland Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyBuelow, Roman D.论文数: 0 引用数: 0 h-index: 0机构: Univ Hosp RWTH Aachen, Inst Pathol, Aachen, Germany Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyGrabsch, Heike Irmgard论文数: 0 引用数: 0 h-index: 0机构: Maastricht Univ, GROW Sch Oncol & Dev Biol, Dept Pathol, Med Ctr, Maastricht, Netherlands Univ Leeds, Leeds Inst Med Res St Jamess, Div Pathol & Data Analyt, Leeds, England Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyBrenner, Hermann论文数: 0 引用数: 0 h-index: 0机构: German Canc Res Ctr, Div Clin Epidemiol & Aging Res, Heidelberg, Germany German Canc Res Ctr, Div Prevent Oncol, Heidelberg, Germany German Canc Res Ctr, German Canc Consortium DKTK, Heidelberg, Germany Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyChang-Claude, Jenny论文数: 0 引用数: 0 h-index: 0机构: German Canc Res Ctr, Div Canc Epidemiol, Heidelberg, Germany Univ Med Ctr Hamburg Eppendorf, Univ Canc Ctr Hamburg, Canc Epidemiol Grp, Hamburg, Germany Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyAlwers, Elizabeth论文数: 0 引用数: 0 h-index: 0机构: German Canc Res Ctr, Div Clin Epidemiol & Aging Res, Heidelberg, Germany Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyBrinker, Titus J.论文数: 0 引用数: 0 h-index: 0机构: German Canc Res Ctr, Digital Biomarkers Oncol Grp, Heidelberg, Germany Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyKhader, Firas论文数: 0 引用数: 0 h-index: 0机构: Univ Hosp RWTH Aachen, Dept Radiol, Aachen, Germany Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyTruhn, Daniel论文数: 0 引用数: 0 h-index: 0机构: Univ Hosp RWTH Aachen, Dept Radiol, Aachen, Germany Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyGaisa, Nadine T.论文数: 0 引用数: 0 h-index: 0机构: Univ Hosp RWTH Aachen, Inst Pathol, Aachen, Germany Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyBoor, Peter论文数: 0 引用数: 0 h-index: 0机构: Univ Hosp RWTH Aachen, Inst Pathol, Aachen, Germany Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyHoffmeister, Michael论文数: 0 引用数: 0 h-index: 0机构: German Canc Res Ctr, Div Clin Epidemiol & Aging Res, Heidelberg, Germany Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanySchulz, Volkmar论文数: 0 引用数: 0 h-index: 0机构: Rhein Westfal TH Aachen, Dept Phys Mol Imaging Syst Expt Mol Imaging, Aachen, Germany Fraunhofer Inst Digital Med MEVIS, Bremen, Germany Univ Hosp Aachen, Comprehens Diagnost Ctr Aachen CDCA, Aachen, Germany Hyper Hybrid Imaging Syst GmbH, Aachen, Germany Univ Hosp RWTH Aachen, Dept Med 3, Aachen, GermanyKather, Jakob Nikolas论文数: 0 引用数: 0 h-index: 0机构: Univ Hosp RWTH Aachen, Dept Med 3, Aachen, Germany Univ Leeds, Leeds Inst Med Res St Jamess, Div Pathol & Data Analyt, Leeds, England Tech Univ Dresden, Med Fac Carl Gustav Carus, Else Kroener Fresenius Ctr Digital Hlth, Dresden, Germany Univ Hosp RWTH Aachen, Dept Med 3, Aachen, Germany
- [5] Clinical-grade endometrial cancer detection system via whole-slide images using deep learningFRONTIERS IN ONCOLOGY, 2022, 12Zhang, Xiaobo论文数: 0 引用数: 0 h-index: 0机构: Peking Univ, Peoples Hosp, Dept Pathol, Beijing, Peoples R China Peking Univ, Peoples Hosp, Dept Pathol, Beijing, Peoples R ChinaBa, Wei论文数: 0 引用数: 0 h-index: 0机构: Chinese Peoples Liberat Army Gen Hosp, Dept Pathol, Beijing, Peoples R China Peking Univ, Peoples Hosp, Dept Pathol, Beijing, Peoples R ChinaZhao, Xiaoya论文数: 0 引用数: 0 h-index: 0机构: Peking Univ, Peoples Hosp, Dept Pathol, Beijing, Peoples R China Peking Univ, Peoples Hosp, Dept Pathol, Beijing, Peoples R ChinaWang, Chen论文数: 0 引用数: 0 h-index: 0机构: Peking Univ, Peoples Hosp, Dept Pathol, Beijing, Peoples R China Peking Univ, Peoples Hosp, Dept Pathol, Beijing, Peoples R ChinaLi, Qiting论文数: 0 引用数: 0 h-index: 0机构: China Acad Launch Vehicle Technol, R&D Dept, Beijing, Peoples R China Peking Univ, Peoples Hosp, Dept Pathol, Beijing, Peoples R ChinaZhang, Yinli论文数: 0 引用数: 0 h-index: 0机构: Peking Univ, Peoples Hosp, Dept Pathol, Beijing, Peoples R China Peking Univ, Peoples Hosp, Dept Pathol, Beijing, Peoples R ChinaLu, Shanshan论文数: 0 引用数: 0 h-index: 0机构: Peking Univ, Peoples Hosp, Dept Pathol, Beijing, Peoples R China Peking Univ, Peoples Hosp, Dept Pathol, Beijing, Peoples R ChinaWang, Lang论文数: 0 引用数: 0 h-index: 0机构: Thorough Lab, Thorough Future, Beijing, Peoples R China Peking Univ, Peoples Hosp, Dept Pathol, Beijing, Peoples R ChinaWang, Shuhao论文数: 0 引用数: 0 h-index: 0机构: Thorough Lab, Thorough Future, Beijing, Peoples R China Peking Univ, Peoples Hosp, Dept Pathol, Beijing, Peoples R ChinaSong, Zhigang论文数: 0 引用数: 0 h-index: 0机构: Chinese Peoples Liberat Army Gen Hosp, Dept Pathol, Beijing, Peoples R China Peking Univ, Peoples Hosp, Dept Pathol, Beijing, Peoples R ChinaShen, Danhua论文数: 0 引用数: 0 h-index: 0机构: Peking Univ, Peoples Hosp, Dept Pathol, Beijing, Peoples R China Peking Univ, Peoples Hosp, Dept Pathol, Beijing, Peoples R China
- [6] Data-efficient and weakly supervised computational pathology on whole-slide imagesNATURE BIOMEDICAL ENGINEERING, 2021, 5 (06) : 555 - +Lu, Ming Y.论文数: 0 引用数: 0 h-index: 0机构: Harvard Med Sch, Brigham & Womens Hosp, Dept Pathol, Boston, MA 02115 USA Broad Inst Harvard & MIT, Canc Program, Cambridge, MA 02142 USA Dana Farber Canc Inst, Canc Data Sci, Boston, MA 02115 USA Harvard Med Sch, Brigham & Womens Hosp, Dept Pathol, Boston, MA 02115 USAWilliamson, Drew F. K.论文数: 0 引用数: 0 h-index: 0机构: Harvard Med Sch, Brigham & Womens Hosp, Dept Pathol, Boston, MA 02115 USA Harvard Med Sch, Brigham & Womens Hosp, Dept Pathol, Boston, MA 02115 USAChen, Tiffany Y.论文数: 0 引用数: 0 h-index: 0机构: Harvard Med Sch, Brigham & Womens Hosp, Dept Pathol, Boston, MA 02115 USA Harvard Med Sch, Brigham & Womens Hosp, Dept Pathol, Boston, MA 02115 USAChen, Richard J.论文数: 0 引用数: 0 h-index: 0机构: Harvard Med Sch, Brigham & Womens Hosp, Dept Pathol, Boston, MA 02115 USA Harvard Med Sch, Dept Biomed Informat, Boston, MA 02115 USA Harvard Med Sch, Brigham & Womens Hosp, Dept Pathol, Boston, MA 02115 USABarbieri, Matteo论文数: 0 引用数: 0 h-index: 0机构: Harvard Med Sch, Brigham & Womens Hosp, Dept Pathol, Boston, MA 02115 USA Harvard Med Sch, Brigham & Womens Hosp, Dept Pathol, Boston, MA 02115 USAMahmood, Faisal论文数: 0 引用数: 0 h-index: 0机构: Harvard Med Sch, Brigham & Womens Hosp, Dept Pathol, Boston, MA 02115 USA Broad Inst Harvard & MIT, Canc Program, Cambridge, MA 02142 USA Dana Farber Canc Inst, Canc Data Sci, Boston, MA 02115 USA Harvard Med Sch, Brigham & Womens Hosp, Dept Pathol, Boston, MA 02115 USA
- [7] Data-efficient and weakly supervised computational pathology on whole-slide imagesNature Biomedical Engineering, 2021, 5 : 555 - 570Ming Y. Lu论文数: 0 引用数: 0 h-index: 0机构: Harvard Medical School,Department of Pathology, Brigham and Women’s HospitalDrew F. K. Williamson论文数: 0 引用数: 0 h-index: 0机构: Harvard Medical School,Department of Pathology, Brigham and Women’s HospitalTiffany Y. Chen论文数: 0 引用数: 0 h-index: 0机构: Harvard Medical School,Department of Pathology, Brigham and Women’s HospitalRichard J. Chen论文数: 0 引用数: 0 h-index: 0机构: Harvard Medical School,Department of Pathology, Brigham and Women’s HospitalMatteo Barbieri论文数: 0 引用数: 0 h-index: 0机构: Harvard Medical School,Department of Pathology, Brigham and Women’s HospitalFaisal Mahmood论文数: 0 引用数: 0 h-index: 0机构: Harvard Medical School,Department of Pathology, Brigham and Women’s Hospital
- [8] From whole-slide image to biomarker prediction: end-to-end weakly supervised deep learning in computational pathologyNature Protocols, 2025, 20 (1) : 293 - 316Omar S. M. El Nahhas论文数: 0 引用数: 0 h-index: 0机构: Technical University Dresden,Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus Technical University Dresden,Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav CarusMarko van Treeck论文数: 0 引用数: 0 h-index: 0机构: StratifAI GmbH,School of Computer Science Technical University Dresden,Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav CarusGeorg Wölflein论文数: 0 引用数: 0 h-index: 0机构: Technical University Dresden,Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus Technical University Dresden,Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav CarusMichaela Unger论文数: 0 引用数: 0 h-index: 0机构: University of St Andrews,School of Computation, Information and Technology Technical University Dresden,Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav CarusMarta Ligero论文数: 0 引用数: 0 h-index: 0机构: Technical University Dresden,Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus Technical University Dresden,Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav CarusTim Lenz论文数: 0 引用数: 0 h-index: 0机构: Technical University Dresden,Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus Technical University Dresden,Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav CarusSophia J. Wagner论文数: 0 引用数: 0 h-index: 0机构: Technical University Dresden,Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus Technical University Dresden,Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav CarusKatherine J. Hewitt论文数: 0 引用数: 0 h-index: 0机构: Helmholtz Munich–German Research Center for Environment and Health,Department of Diagnostic and Interventional Radiology Technical University Dresden,Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav CarusFiras Khader论文数: 0 引用数: 0 h-index: 0机构: Technical University of Munich,Medical Oncology, National Center for Tumor Diseases (NCT) Technical University Dresden,Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav CarusSebastian Foersch论文数: 0 引用数: 0 h-index: 0机构: Technical University Dresden,Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus Technical University Dresden,Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav CarusDaniel Truhn论文数: 0 引用数: 0 h-index: 0机构: StratifAI GmbH,School of Computer Science Technical University Dresden,Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav CarusJakob Nikolas Kather论文数: 0 引用数: 0 h-index: 0机构: University Hospital Aachen,Department of Medicine 1, University Hospital and Faculty of Medicine Carl Gustav Carus Technical University Dresden,Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus
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- [10] A Weakly Supervised Deep Learning Framework for Whole Slide Classification to Facilitate Digital Pathology in Animal StudyCHEMICAL RESEARCH IN TOXICOLOGY, 2023, 36 (08) : 1321 - 1331Bussola, Nicole论文数: 0 引用数: 0 h-index: 0机构: Univ Trento, Ctr Integrat Biol, I-38123 Trento, Italy Univ Trento, Ctr Integrat Biol, I-38123 Trento, ItalyXu, Joshua论文数: 0 引用数: 0 h-index: 0机构: US FDA, Natl Ctr Toxicol Res, Div Bioinformat & Biostat, Jefferson, AR 72079 USA Univ Trento, Ctr Integrat Biol, I-38123 Trento, ItalyWu, Leihong论文数: 0 引用数: 0 h-index: 0机构: US FDA, Natl Ctr Toxicol Res, Div Bioinformat & Biostat, Jefferson, AR 72079 USA Univ Trento, Ctr Integrat Biol, I-38123 Trento, ItalyGorini, Lorenzo论文数: 0 引用数: 0 h-index: 0机构: HK3 Lab, I-38068 Rovereto, Italy Univ Trento, Ctr Integrat Biol, I-38123 Trento, ItalyZhang, Yifan论文数: 0 引用数: 0 h-index: 0机构: US FDA, Natl Ctr Toxicol Res, Div Bioinformat & Biostat, Jefferson, AR 72079 USA Univ Trento, Ctr Integrat Biol, I-38123 Trento, ItalyFurlanello, Cesare论文数: 0 引用数: 0 h-index: 0机构: HK3 Lab, I-38068 Rovereto, Italy Univ Trento, Ctr Integrat Biol, I-38123 Trento, ItalyTong, Weida论文数: 0 引用数: 0 h-index: 0机构: US FDA, Natl Ctr Toxicol Res, Div Bioinformat & Biostat, Jefferson, AR 72079 USA Univ Trento, Ctr Integrat Biol, I-38123 Trento, Italy