Evidence map›Paper›PMID 40628696›Full record

ArticleNature communications2025

Towards fair decentralized benchmarking of healthcare AI algorithms with the Federated Tumor Segmentation (FeTS) challenge.

Maximilian Zenk, Ujjwal Baid, Sarthak Pati, Akis Linardos, Brandon Edwards, Micah Sheller, Patrick Foley, Alejandro Aristizabal, David Zimmerer, Alexey Gruzdev and 337 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

12 citing papers in PubMed.

  1. Review
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  11. Article
  12. OpenFL: the open federated learning library.Physics in medicine and biology · 2022
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

347 authors.

Maximilian Zenk *German Cancer Research Center (DKFZ) Heidelberg, Division of Medical Image Computing, Heidelberg, Germany.ORCID http://orcid.org/0000-0002-8933-5995
Ujjwal Baid *Center for Federated Learning in Medicine, Indiana University, Indianapolis, IN, USA.ORCID http://orcid.org/0000-0001-5246-2088
Sarthak PatiCenter for Federated Learning in Medicine, Indiana University, Indianapolis, IN, USA.ORCID http://orcid.org/0000-0003-2243-8487
Akis LinardosCenter for Federated Learning in Medicine, Indiana University, Indianapolis, IN, USA.
Brandon EdwardsIntel Corporation, Santa Clara, CA, USA.ORCID http://orcid.org/0000-0002-0957-9149
Micah ShellerMedical Research Group, MLCommons, San Francisco, CA, USA.ORCID http://orcid.org/0000-0002-6571-0850
Patrick FoleyIntel Corporation, Santa Clara, CA, USA.ORCID http://orcid.org/0000-0001-9401-3088
Alejandro AristizabalMedical Research Group, MLCommons, San Francisco, CA, USA.
David ZimmererGerman Cancer Research Center (DKFZ) Heidelberg, Division of Medical Image Computing, Heidelberg, Germany.
Alexey GruzdevIntel Corporation, Santa Clara, CA, USA.
Jason MartinIntel Corporation, Santa Clara, CA, USA.ORCID http://orcid.org/0000-0003-2476-7639
Russell T ShinoharaCenter for AI and Data Science for Integrated Diagnostics (AI2D), University of Pennsylvania, Philadelphia, PA, USA.
Annika ReinkeGerman Cancer Research Center (DKFZ) Heidelberg, Division of Intelligent Medical Systems, Heidelberg, Germany.ORCID http://orcid.org/0000-0003-4363-1876
Fabian IsenseeGerman Cancer Research Center (DKFZ) Heidelberg, Division of Medical Image Computing, Heidelberg, Germany.
Santhosh ParampottupadamGerman Cancer Research Center (DKFZ) Heidelberg, Division of Medical Image Computing, Heidelberg, Germany.ORCID http://orcid.org/0009-0009-9401-887X
Kaushal ParekhGerman Cancer Research Center (DKFZ) Heidelberg, Division of Medical Image Computing, Heidelberg, Germany.
Ralf FlocaGerman Cancer Research Center (DKFZ) Heidelberg, Division of Medical Image Computing, Heidelberg, Germany.ORCID http://orcid.org/0000-0003-3218-3377
Hasan KassemMedical Research Group, MLCommons, San Francisco, CA, USA.ORCID http://orcid.org/0000-0001-5830-8890
Bhakti BahetiDivision of Computational Pathology, Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, USA.
Siddhesh ThakurDivision of Computational Pathology, Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, USA.
Verena ChungSage Bionetworks, Seattle, WA, USA.ORCID http://orcid.org/0000-0002-5622-7998
Kaisar KushibarDepartment of Mathematics and Computer Science, Universitat de Barcelona, Barcelona, Spain.ORCID http://orcid.org/0000-0001-7507-5208
Karim LekadirDepartment of Mathematics and Computer Science, Universitat de Barcelona, Artificial Intelligence in Medicine Lab (BCN-AIM), Barcelona, Spain.
Meirui JiangDepartment of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China.ORCID http://orcid.org/0000-0003-4228-8420
Youtan YinDepartment of Computer Science and Technology, Zhejiang University, Hangzhou, China.
Hongzheng YangDepartment of Computer Science and Engineering, Beihang University, Beijing, China.
Quande LiuDepartment of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China.
Cheng ChenDepartment of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China.ORCID http://orcid.org/0000-0002-6040-6833
Qi DouDepartment of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China.
Pheng-Ann HengDepartment of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China.ORCID http://orcid.org/0000-0003-3055-5034
Xiaofan ZhangShanghai Jiao Tong University, Shanghai, China.
Shaoting ZhangShanghai Artificial Intelligence Laboratory, Shanghai, China.ORCID http://orcid.org/0000-0002-8719-448X
Muhammad Irfan KhanSchool of Data Engineering and AI Technologies, Turku University of Applied Sciences, Turku, Finland.
Mohammad Ayyaz AzeemRiphah International University, Islamabad, Pakistan.
Mojtaba JafaritadiSchool of Data Engineering and AI Technologies, Turku University of Applied Sciences, Turku, Finland.ORCID http://orcid.org/0000-0002-4085-4057
Esa AlhoniemiSchool of Data Engineering and AI Technologies, Turku University of Applied Sciences, Turku, Finland.
Elina KontioSchool of Data Engineering and AI Technologies, Turku University of Applied Sciences, Turku, Finland.ORCID http://orcid.org/0000-0002-0606-0106
Suleiman A KhanUniversity of Helsinki, Helsinki, Finland.
Leon MächlerÉcole Normale Supérieure, Paris, France.
Ivan EzhovDepartment of Informatics, Technical University of Munich, Munich, Germany.ORCID http://orcid.org/0000-0002-0862-6513
Florian KoflerDepartment of Informatics, Technical University of Munich, Munich, Germany.ORCID http://orcid.org/0000-0003-0642-7884
Suprosanna ShitDepartment of Informatics, Technical University of Munich, Munich, Germany.ORCID http://orcid.org/0000-0003-4435-7207
Johannes C PaetzoldITERM Institute Helmholtz Zentrum Muenchen, Neuherberg, Germany.
Timo LoehrDepartment of Informatics, Technical University of Munich, Munich, Germany.
Benedikt WiestlerDepartment of Diagnostic and Interventional Neuroradiology, School of Medicine and Health, Technical University of Munich, Munich, Germany.
Himashi PeirisMonash Biomedical Imaging, Monash University, Melbourne, VIC, Australia.
Kamlesh PawarMonash Biomedical Imaging, Monash University, Melbourne, VIC, Australia.
Shenjun ZhongMonash Biomedical Imaging, Monash University, Melbourne, VIC, Australia.ORCID http://orcid.org/0000-0001-6542-649X
Zhaolin ChenMonash Biomedical Imaging, Monash University, Melbourne, VIC, Australia.ORCID http://orcid.org/0000-0002-0173-6090
Munawar HayatDepartment of Data Science and AI, Faculty of Information Technology, Monash University, Melbourne, VIC, Australia.
Gary EganMonash Biomedical Imaging, Monash University, Melbourne, VIC, Australia.
Mehrtash HarandiDepartment of Electrical and Computer Systems Engineering, Faculty of Engineering, Monash University, Melbourne, VIC, Australia.
Ece Isik PolatGraduate School of Informatics, Middle East Technical University, Ankara, Turkey.ORCID http://orcid.org/0000-0002-0728-5390
Gorkem PolatGraduate School of Informatics, Middle East Technical University, Ankara, Turkey.ORCID http://orcid.org/0000-0002-1499-3491
Altan KocyigitGraduate School of Informatics, Middle East Technical University, Ankara, Turkey.ORCID http://orcid.org/0000-0001-5003-4127
Alptekin TemizelGraduate School of Informatics, Middle East Technical University, Ankara, Turkey.ORCID http://orcid.org/0000-0001-6082-2573
Anup TuladharDepartment of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID http://orcid.org/0000-0002-3942-2732
Lakshay TyagiDepartment of Chemical Engineering, Indian Institute of Technology Kanpur, Kanpur, Uttar Pradesh, India.
Raissa SouzaDepartment of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.
Nils D ForkertDepartment of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID http://orcid.org/0000-0003-2556-3224
Pauline MouchesDepartment of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.
Matthias WilmsDepartment of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID http://orcid.org/0000-0001-8845-360X
Vishruth ShambhatDepartment of Engineering Design, IIT Madras, Chennai, India.
Akansh MauryaRobert Bosch Center of Data Science and AI, IIT Madras, Chennai, India.
Shubham Subhas DanannavarDepartment of Engineering Design, IIT Madras, Chennai, India.
Rohit KallaDepartment of Engineering Design, IIT Madras, Chennai, India.
Vikas Kumar AnandDepartment of Engineering Design, IIT Madras, Chennai, India.
Ganapathy KrishnamurthiDepartment of Engineering Design, IIT Madras, Chennai, India.
Sahil NalawadeUniversity of Texas Southwestern Medical Center, Dallas, TX, USA.
Chandan GaneshUniversity of Texas Southwestern Medical Center, Dallas, TX, USA.
Ben WagnerUniversity of Texas Southwestern Medical Center, Dallas, TX, USA.ORCID http://orcid.org/0000-0003-2835-986X
Divya ReddyUniversity of Texas Southwestern Medical Center, Dallas, TX, USA.
Yudhajit DasUniversity of Texas Southwestern Medical Center, Dallas, TX, USA.
Fang F YuUniversity of Texas Southwestern Medical Center, Dallas, TX, USA.
Baowei FeiDepartment of Bioengineering, University of Texas at Dallas, Dallas, TX, USA.
Ananth J MadhuranthakamUniversity of Texas Southwestern Medical Center, Dallas, TX, USA.
Joseph MaldjianUniversity of Texas Southwestern Medical Center, Dallas, TX, USA.
Gaurav SinghIndian Institute of Information Technology Vadodara, Gandhinagar, India.
Jianxun RenChangping Laboratory, Beijing, China.
Wei ZhangChangping Laboratory, Beijing, China.
Ning AnChangping Laboratory, Beijing, China.ORCID http://orcid.org/0009-0003-4255-7675
Qingyu HuSchool of Electrical and Computer Engineering, Cornell University, Ithaca, NY, USA.
Youjia ZhangChangping Laboratory, Beijing, China.
Ying ZhouChangping Laboratory, Beijing, China.
Vasilis SiomosCity St George's, University of London, London, UK.
Giacomo TarroniCity St George's, University of London, London, UK.
Jonathan Passerrat-PalmbachCity St George's, University of London, London, UK.ORCID http://orcid.org/0000-0003-3178-9502
Ambrish RawatIBM Research, Dublin, Ireland.
Giulio ZizzoIBM Research, Dublin, Ireland.
Swanand Ravindra KadheIBM Research, Dublin, Ireland.
Jonathan P EpperleinIBM Research, Dublin, Ireland.
Stefano BraghinIBM Research, Dublin, Ireland.ORCID http://orcid.org/0000-0001-5519-1674
Yuan WangInstitute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
Renuga KanagaveluInstitute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
Qingsong WeiInstitute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
Yechao YangInstitute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
Yong LiuInstitute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.ORCID http://orcid.org/0000-0002-1590-2029
Krzysztof KotowskiGraylight Imaging, Gliwice, Poland.
Szymon AdamskiGraylight Imaging, Gliwice, Poland.
Bartosz MachuraGraylight Imaging, Gliwice, Poland.ORCID http://orcid.org/0000-0001-7953-7684
Wojciech MalaraGraylight Imaging, Gliwice, Poland.
Lukasz ZarudzkiMaria Sklodowska-Curie Memorial Cancer Center and Institute of Oncology, Gliwice, Poland.
Jakub NalepaGraylight Imaging, Gliwice, Poland.ORCID http://orcid.org/0000-0002-4026-1569
Yaying ShiUniversity of North Carolina at Charlotte, Charlotte, NC, USA.ORCID http://orcid.org/0000-0002-8721-8509
Hongjian GaoUniversity of Southern California, Los Angeles, CA, USA.
Salman AvestimehrUniversity of Southern California, Los Angeles, CA, USA.
Yonghong YanUniversity of North Carolina at Charlotte, Charlotte, NC, USA.
Agus S AkbarUniversitas Islam Nahdlatul Ulama Jepara, Jepara, Indonesia.ORCID http://orcid.org/0000-0002-6011-7011
Ekaterina KondratevaSkolkovo Institute of Science and Technology, Moscow, Russia.
Hua YangFujian Normal University, Fuzhou, China.
Zhaopei LiFuzhou University, Fuzhou, China.
Hung-Yu WuNational Tsing Hua University, Hsinchu, Taiwan.
Johannes RothScaDS.AI, Dresden, Germany.
Camillo SaueressigBrown University, Providence, RI, USA.
Alexandre MilesiNVIDIA, Santa Clara, CA, USA.
Quoc D NguyenEPITA, Le Kremlin-Bicêtre, France.
Nathan J GruenhagenMedical College of Wiconsin, Milwaukee, WI, USA.
Tsung-Ming HuangDepartment of Mathematics, National Taiwan Normal University, Taipei, Taiwan.
Jun MaNanjing University of Science and Technology, Nanjing, China.ORCID http://orcid.org/0000-0002-9739-0855
Har Shwinder H SinghHong Kong University of Science and Technology, Hong Kong, Hong Kong Special Administrative Region of China, China.
Nai-Yu PanNational Taiwan University of Science and Technology, Taipei, Taiwan.
Dingwen ZhangSchool of Automation, Northwestern Polytechnical University, Xi'an, China.
Ramy A ZeineldinInstitute for Anthropomatics and Robotics, Karlsruhe Institute of Technology, Karlsruhe, Germany.
Michal FutregaNVIDIA, Santa Clara, CA, USA.
Yading YuanDepartment of Radiation Oncology, Columbia University Irving Medical Center, New York, NY, USA.
Gian Marco ConteDepartment of Radiology, Mayo Clinic, Rochester, MN, USA.ORCID http://orcid.org/0000-0001-5926-7517
Xue FengUniversity of Virginia, Charlottesville, VA, USA.
Quan D PhamVinBrain, Hanoi, Vietnam.
Yong XiaSchool of Computer Science and Engineering, Northwestern Polytechnical University, Xi'an, China.ORCID http://orcid.org/0000-0001-9273-2847
Zhifan JiangChildren's National Hospital, Washington, DC, USA.ORCID http://orcid.org/0000-0001-5713-1675
Huan Minh LuuMRI Lab, KAIST, Daejeon, Korea.
Mariia DobkoUkrainian Catholic University, Lviv, Ukraine.
Alexandre CarréGustave Roussy Cancer Campus, Villejuif, France.
Bair TuchinovNovosibirsk State University, Novosibirsk, Russia.
Hassan Mohy-Ud-DinDepartment of Electrical Engineering, Syed Babar Ali School of Science and Engineering, LUMS, Lahore, Pakistan.
Saruar AlamUniversity of Bergen, Bergen, Norway.
Anup SinghIndian Institute of Technology, Delhi, India.
Nameeta ShahMazumdar Shaw Medical Foundation, Bengaluru, India.ORCID http://orcid.org/0000-0002-4429-8414
Weichung WangInstitute of Applied Mathematical Sciences, National Taiwan University, Taipei, Taiwan.
Chiharu SakoCenter for AI and Data Science for Integrated Diagnostics (AI2D), University of Pennsylvania, Philadelphia, PA, USA.ORCID http://orcid.org/0000-0003-3243-3954
Michel BilelloCenter for AI and Data Science for Integrated Diagnostics (AI2D), University of Pennsylvania, Philadelphia, PA, USA.
Satyam GhodasaraDepartment of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA.ORCID http://orcid.org/0000-0002-5332-3132
Suyash MohanCenter for AI and Data Science for Integrated Diagnostics (AI2D), University of Pennsylvania, Philadelphia, PA, USA.ORCID http://orcid.org/0000-0002-4025-115X
Christos DavatzikosCenter for AI and Data Science for Integrated Diagnostics (AI2D), University of Pennsylvania, Philadelphia, PA, USA.ORCID http://orcid.org/0000-0002-1025-8561
Evan CalabreseDepartment of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA.ORCID http://orcid.org/0000-0002-1464-0354
Jeffrey RudieDepartment of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA.
Javier Villanueva-MeyerDepartment of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA.
Soonmee ChaDepartment of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA.
Christopher HessDepartment of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA.ORCID http://orcid.org/0000-0002-5132-5302
John MonganDepartment of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA.
Madhura IngalhalikarSymbiosis Center for Medical Image Analysis, Symbiosis International University, Pune, India.
Manali JadhavSymbiosis Center for Medical Image Analysis, Symbiosis International University, Pune, India.ORCID http://orcid.org/0000-0002-0561-7144
Umang PandeySymbiosis Center for Medical Image Analysis, Symbiosis International University, Pune, India.ORCID http://orcid.org/0000-0003-3289-0901
Jitender SainiDepartment of Neuroimaging and interventional Radiology, National Institute of Mental Health and Neurosciences, Bangalore, India.
Raymond Y HuangDepartment of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
Ken ChangAthinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA, USA.
Minh-Son ToCollege of Medicine and Public Health, Flinders University, Bedford Park, SA, Australia.
Sargam BhardwajCollege of Medicine and Public Health, Flinders University, Bedford Park, SA, Australia.
Chee ChongSouth Australia Medical Imaging, Flinders Medical Centre, Bedford Park, SA, Australia.
Marc AgzarianCollege of Medicine and Public Health, Flinders University, Bedford Park, SA, Australia.ORCID http://orcid.org/0000-0002-2562-0340
Michal KozubekCentre for Biomedical Image Analysis, Faculty of Informatics, Masaryk University, Brno, Czech Republic.ORCID http://orcid.org/0000-0001-7902-589X
Filip LuxCentre for Biomedical Image Analysis, Faculty of Informatics, Masaryk University, Brno, Czech Republic.ORCID http://orcid.org/0000-0002-3707-8157
Jan MichálekCentre for Biomedical Image Analysis, Faculty of Informatics, Masaryk University, Brno, Czech Republic.ORCID http://orcid.org/0000-0002-5591-1894
Petr MatulaCentre for Biomedical Image Analysis, Faculty of Informatics, Masaryk University, Brno, Czech Republic.ORCID http://orcid.org/0000-0003-4125-1597
Miloš Ker KovskýDepartment of Radiology and Nuclear Medicine, University Hospital Brno and Faculty of Medicine, Masaryk University, Brno, Czech Republic.ORCID http://orcid.org/0000-0003-0587-9897
Tereza Kopr IvováDepartment of Radiology and Nuclear Medicine, University Hospital Brno and Faculty of Medicine, Masaryk University, Brno, Czech Republic.ORCID http://orcid.org/0000-0003-3820-2647
Marek DostálDepartment of Radiology and Nuclear Medicine, University Hospital Brno and Faculty of Medicine, Masaryk University, Brno, Czech Republic.ORCID http://orcid.org/0000-0003-1740-9227
Václav VybíhalDepartment of Neurosurgery, University Hospital Brno and Faculty of Medicine, Masaryk University, Brno, Czech Republic.ORCID http://orcid.org/0000-0002-5154-5591
Marco C PinhoUniversity of Texas Southwestern Medical Center, Dallas, TX, USA.
James HolcombUniversity of Texas Southwestern Medical Center, Dallas, TX, USA.
Marie MetzDepartment of Neuroradiology, Klinikum rechts der Isar, Munich, Germany.ORCID http://orcid.org/0000-0002-1459-5741
Rajan JainDepartment of Radiology, NYU Grossman School of Medicine, New York, NY, USA.ORCID http://orcid.org/0000-0002-4879-0457
Matthew D LeeDepartment of Radiology, NYU Grossman School of Medicine, New York, NY, USA.ORCID http://orcid.org/0000-0001-8816-1076
Yvonne W LuiDepartment of Radiology, NYU Grossman School of Medicine, New York, NY, USA.ORCID http://orcid.org/0000-0002-9984-9164
Pallavi TiwariDepartment of Radiology, Biomedical Engineering, Medical Physics, University of Wisconsin School of Medicine & Public Health, Madison, WI, USA.
Ruchika VermaCase Western Reserve University, Cleveland, OH, USA.
Rohan BarejaCase Western Reserve University, Cleveland, OH, USA.
Ipsa YadavCase Western Reserve University, Cleveland, OH, USA.
Jonathan ChenCase Western Reserve University, Cleveland, OH, USA.ORCID http://orcid.org/0000-0003-4907-0061
Neeraj KumarUniversity of Alberta, Edmonton, AB, Canada.
Yuriy GusevInnovation Center for Biomedical Informatics (ICBI), Georgetown University, Washington, DC, USA.ORCID http://orcid.org/0000-0001-7371-4715
Krithika BhuvaneshwarInnovation Center for Biomedical Informatics (ICBI), Georgetown University, Washington, DC, USA.ORCID http://orcid.org/0000-0003-4015-7056
Anousheh SayahDivision of Neuroradiology & Neurointerventional Radiology, MedStar Georgetown University Hospital, Department of Radiology, Washington, DC, USA.ORCID http://orcid.org/0000-0002-9683-3802
Camelia BencheqrounInnovation Center for Biomedical Informatics (ICBI), Georgetown University, Washington, DC, USA.
Anas BeloualiInnovation Center for Biomedical Informatics (ICBI), Georgetown University, Washington, DC, USA.ORCID http://orcid.org/0000-0002-2780-2500
Subha MadhavanInnovation Center for Biomedical Informatics (ICBI), Georgetown University, Washington, DC, USA.
Rivka R ColenDepartment of Radiology, Neuroradiology Division, University of Pittsburgh, Pittsburgh, PA, USA.
Aikaterini KotrotsouDepartment of Diagnostic Radiology, University of Texas MD Anderson Cancer Center, Houston, TX, USA.
Philipp VollmuthGerman Cancer Research Center (DKFZ) Heidelberg, Division of Medical Image Computing, Heidelberg, Germany.
Gianluca BrugnaraDepartment of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.ORCID http://orcid.org/0000-0003-2461-1407
Chandrakanth J PreethaDepartment of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.ORCID http://orcid.org/0000-0002-9875-1982
Felix SahmDepartment of Neuropathology, Heidelberg University Hospital, Heidelberg, Germany.ORCID http://orcid.org/0000-0001-5441-1962
Martin BendszusDepartment of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.
Wolfgang WickMedical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany.ORCID http://orcid.org/0000-0002-6171-634X
Abhishek MahajanDepartment of Radiodiagnosis and Imaging, Tata Memorial Centre, Tata Memorial Hospital, HBNI, Mumbai, India.ORCID http://orcid.org/0000-0001-6606-6537
Carmen BalañaCatalan Institute of Oncology, Badalona, Spain.ORCID http://orcid.org/0000-0003-0771-0390
Jaume CapelladesConsorci MAR Parc de Salut de Barcelona, Catalonia, Spain.
Josep PuigRadiology Department CDI and IDIBAPS, Hospital Clinic of Barcelona, Barcelona, Spain.
Yoon Seong ChoiNational University of Singapore, Yong Loo Lin School of Medicine, Singapore, Singapore.ORCID http://orcid.org/0000-0002-6034-9912
Seung-Koo LeeYonsei University College of Medicine, Seoul, Korea.ORCID http://orcid.org/0000-0001-5646-4072
Jong Hee ChangYonsei University College of Medicine, Seoul, Korea.ORCID http://orcid.org/0000-0003-1509-9800
Sung Soo AhnYonsei University College of Medicine, Seoul, Korea.ORCID http://orcid.org/0000-0002-0503-5558
Hassan F ShaykhUniversity of Alabama in Birmingham, Birmingham, AL, USA.ORCID http://orcid.org/0000-0002-2690-7685
Alejandro Herrera-TrujilloClínica Imbanaco QuirónSalud, Cali, Colombia.ORCID http://orcid.org/0000-0002-9775-9405
Maria TrujilloUniversidad del Valle, Cali, Colombia.
William EscobarClínica Imbanaco QuirónSalud, Cali, Colombia.
Ana AbelloUniversidad del Valle, Cali, Colombia.
Jose BernalThe University of Edinburgh, Edinburgh, UK.ORCID http://orcid.org/0000-0003-3167-5134
Jhon GómezUniversidad del Valle, Cali, Colombia.
Pamela LaMontagneDepartment of Radiology, Washington University in St. Louis, St. Louis, MO, USA.ORCID http://orcid.org/0000-0002-6752-8518
Daniel S MarcusDepartment of Radiology, Washington University in St. Louis, St. Louis, MO, USA.
Mikhail MilchenkoDepartment of Radiology, Washington University in St. Louis, St. Louis, MO, USA.ORCID http://orcid.org/0000-0002-4022-1081
Arash NazeriDepartment of Radiology, Washington University in St. Louis, St. Louis, MO, USA.ORCID http://orcid.org/0000-0001-6983-0641
Bennett LandmanDepartment of Electrical and Computer Engineering, Vanderbilt University, Nashville, TN, USA.ORCID http://orcid.org/0000-0001-5733-2127
Karthik RamadassDepartment of Electrical and Computer Engineering, Vanderbilt University, Nashville, TN, USA.ORCID http://orcid.org/0000-0002-4610-3860
Kaiwen XuDepartment of Computer Science, Vanderbilt University, Nashville, TN, USA.ORCID http://orcid.org/0000-0002-2664-255X
Silky ChotaiDepartment of Neurosurgery, Vanderbilt University Medical Center, Nashville, TN, USA.ORCID http://orcid.org/0000-0001-5981-3231
Lola B ChamblessDepartment of Neurosurgery, Vanderbilt University Medical Center, Nashville, TN, USA.
Akshitkumar MistryDepartment of Neurosurgery, Vanderbilt University Medical Center, Nashville, TN, USA.
Reid C ThompsonDepartment of Neurosurgery, Vanderbilt University Medical Center, Nashville, TN, USA.
Ashok SrinivasanDepartment of Neuroradiology, University of Michigan, Ann Arbor, MI, USA.
J Rajiv BapurajDepartment of Neuroradiology, University of Michigan, Ann Arbor, MI, USA.ORCID http://orcid.org/0000-0003-3933-203X
Arvind RaoDepartment of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA.
Nicholas WangDepartment of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA.ORCID http://orcid.org/0000-0001-9796-4532
Ota YoshiakiDepartment of Neuroradiology, University of Michigan, Ann Arbor, MI, USA.
Toshio MoritaniDepartment of Neuroradiology, University of Michigan, Ann Arbor, MI, USA.
Sevcan TurkDepartment of Neuroradiology, University of Michigan, Ann Arbor, MI, USA.
Joonsang LeeDepartment of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA.
Snehal PrabhudesaiDepartment of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA.
John GarrettDepartment of Radiology, UW Madison School of Medicine and Public Health, University of Wisconsin, Madison, WI, USA.ORCID http://orcid.org/0000-0002-8152-736X
Matthew LarsonDepartment of Radiology, UW Madison School of Medicine and Public Health, University of Wisconsin, Madison, WI, USA.
Robert JerajDepartment of Medical Physics, UW Madison School of Medicine and Public Health, University of Wisconsin, Madison, WI, USA.
Hongwei LiDepartment of Quantitative Biomedicine, University of Zurich, Zurich, Switzerland.
Tobias WeissDepartment of Neurology and Clinical Neuroscience Center, University Hospital Zurich and University of Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0002-5533-9429
Michael WellerDepartment of Neurology and Clinical Neuroscience Center, University Hospital Zurich and University of Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0002-1748-174X
Andrea BinkDepartment of Neuroradiology and Clinical Neuroscience Center, University Hospital Zurich and University of Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0002-2163-3400
Bertrand PouymayouDepartment of Neuroradiology and Clinical Neuroscience Center, University Hospital Zurich and University of Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0002-8060-7827
Sonam SharmaDepartment of Radiation Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Tzu-Chi TsengDepartment of Radiation Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Saba AdabiDepartment of Radiation Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Alexandre Xavier FalcãoInstitute of Computing, University of Campinas, Campinas, São Paulo, Brazil.ORCID http://orcid.org/0000-0002-2914-5380
Samuel B MartinsFederal Institute of Education, Science, and Technology of São Paulo, Araraquara, São Paulo, Brazil.ORCID http://orcid.org/0000-0002-2894-3911
Bernardo C A TeixeiraInstituto de Neurologia de Curitiba, Curitiba, Paraná, Brazil.ORCID http://orcid.org/0000-0003-4769-6562
Flávia SprengerFederal University of Parana, Curitiba, Paraná, Brazil.ORCID http://orcid.org/0000-0002-1631-3517
David MenottiDepartment of Informatics, Federal University of Parana, Curitiba, Paraná, Brazil.ORCID http://orcid.org/0000-0003-2430-2030
Diego R LucioDepartment of Informatics, Federal University of Parana, Curitiba, Paraná, Brazil.
Simone P NiclouNORLUX Neuro-Oncology Laboratory, Luxembourg Institute of Health, Luxembourg, Luxembourg.ORCID http://orcid.org/0000-0002-3417-9534
Olivier KeunenBrain Imaging and Neuro Epidemiology Group, Luxembourg Institute of Health, Luxembourg, Luxembourg.ORCID http://orcid.org/0000-0003-2203-7026
Ann-Christin HauNORLUX Neuro-Oncology Laboratory, Luxembourg Institute of Health, Luxembourg, Luxembourg.ORCID http://orcid.org/0000-0002-4412-2355
Enrique PelaezEscuela Superior Politecnica del Litoral, Guayaquil, Guayas, Ecuador.ORCID http://orcid.org/0000-0001-9355-5440
Heydy Franco-MaldonadoSociedad de Lucha Contral el Cancer - SOLCA, Guayaquil, Ecuador.ORCID http://orcid.org/0000-0002-0178-8157
Francis LoayzaEscuela Superior Politecnica del Litoral, Guayaquil, Guayas, Ecuador.ORCID http://orcid.org/0000-0002-6283-3679
Sebastian QuevedoUniversidad Católica de Cuenca, Cuenca, Ecuador.ORCID http://orcid.org/0000-0001-5585-0270
Richard McKinleySupport Center for Advanced Neuroimaging, University Institute of Diagnostic and Interventional Neuroradiology, University Hospital Bern, Inselspital, University of Bern, Bern, Switzerland.ORCID http://orcid.org/0000-0001-8250-6117
Johannes SlotboomSupport Center for Advanced Neuroimaging, University Institute of Diagnostic and Interventional Neuroradiology, University Hospital Bern, Inselspital, University of Bern, Bern, Switzerland.ORCID http://orcid.org/0000-0001-5121-9852
Piotr RadojewskiSupport Center for Advanced Neuroimaging, University Institute of Diagnostic and Interventional Neuroradiology, University Hospital Bern, Inselspital, University of Bern, Bern, Switzerland.
Raphael MeierSupport Center for Advanced Neuroimaging, University Institute of Diagnostic and Interventional Neuroradiology, University Hospital Bern, Inselspital, University of Bern, Bern, Switzerland.
Roland WiestSupport Center for Advanced Neuroimaging, University Institute of Diagnostic and Interventional Neuroradiology, University Hospital Bern, Inselspital, University of Bern, Bern, Switzerland.ORCID http://orcid.org/0000-0001-7030-2045
Johannes TrenklerInstitute of Neuroradiology, Neuromed Campus (NMC), Kepler University Hospital Linz, Linz, Austria.ORCID http://orcid.org/0000-0001-6060-4234
Josef PichlerDepartment of Neurooncology, Neuromed Campus (NMC), Kepler University Hospital Linz, Linz, Austria.
Georg NeckerInstitute of Neuroradiology, Neuromed Campus (NMC), Kepler University Hospital Linz, Linz, Austria.
Andreas HaunschmidtInstitute of Neuroradiology, Neuromed Campus (NMC), Kepler University Hospital Linz, Linz, Austria.ORCID http://orcid.org/0000-0001-9864-5189
Stephan MeckelInstitute of Neuroradiology, Neuromed Campus (NMC), Kepler University Hospital Linz, Linz, Austria.ORCID http://orcid.org/0000-0001-6468-4526
Pamela GuevaraUniversidad de Concepción, Concepción, Chile.ORCID http://orcid.org/0000-0001-9988-400X
Esteban TorcheUniversidad de Concepción, Concepción, Chile.
Cristobal MendozaUniversidad de Concepción, Concepción, Chile.ORCID http://orcid.org/0000-0002-3718-0629
Franco VeraUniversidad de Concepción, Concepción, Chile.ORCID http://orcid.org/0000-0002-2196-7267
Elvis RíosUniversidad de Concepción, Concepción, Chile.ORCID http://orcid.org/0000-0002-0194-9504
Eduardo LópezUniversidad de Concepción, Concepción, Chile.ORCID http://orcid.org/0000-0003-3526-5271
Sergio A VelastinSchool of Electronic Engineering and Computer Science, Queen Mary University of London, London, UK.
Joseph ChoiDepartment of Industrial and Systems Engineering, University of Iowa, Iowa City, IA, USA.
Stephen BaekDepartment of Industrial and Systems Engineering, Department of Radiation Oncology, University of Iowa, Iowa City, IA, USA.
Yusung KimDepartment of Radiation Oncology, University of Iowa, Iowa City, IA, USA.
Heba IsmaelDepartment of Radiation Oncology, University of Iowa, Iowa City, IA, USA.
Bryan AllenDepartment of Radiation Oncology, University of Iowa, Iowa City, IA, USA.ORCID http://orcid.org/0000-0002-4893-7105
John M BuattiDepartment of Radiation Oncology, University of Iowa, Iowa City, IA, USA.ORCID http://orcid.org/0000-0001-8499-3721
Peter ZampakisDepartment of NeuroRadiology, University of Patras, Patras, Greece.ORCID http://orcid.org/0000-0002-5104-9619
Vasileios PanagiotopoulosDepartment of Neurosurgery, University of Patras, Patras, Greece.ORCID http://orcid.org/0000-0001-9298-2985
Panagiotis TsiganosClinical Radiology Laboratory, Department of Medicine, University of Patras, Patras, Greece.ORCID http://orcid.org/0000-0002-3279-4947
Sotiris AlexiouDepartment of Electrical and Computer Engineering, University of Patras, Patras, Greece.
Ilias HaliassosDepartment of Radiation Oncology, University of Patras, Patras, Greece.ORCID http://orcid.org/0000-0002-3278-0588
Evangelia I ZacharakiDepartment of Electrical and Computer Engineering, University of Patras, Patras, Greece.ORCID http://orcid.org/0000-0001-8228-0437
Konstantinos MoustakasDepartment of Electrical and Computer Engineering, University of Patras, Patras, Greece.ORCID http://orcid.org/0000-0001-7617-227X
Christina KalogeropoulouDepartment of NeuroRadiology, University of Patras, Patras, Greece.ORCID http://orcid.org/0000-0002-9725-1791
Dimitrios M KardamakisDepartment of Radiation Oncology, University of Patras, Patras, Greece.
Bing LuoDepartment of Radiation Oncology, Henry Ford Health, Detroit, MI, USA.
Laila M PoissonDepartment of Public Health Sciences, Henry Ford Health, Detroit, MI, USA.ORCID http://orcid.org/0000-0002-3409-6536
Ning WenDepartment of Radiation Oncology, Henry Ford Health, Detroit, MI, USA.
Martin VallièresDepartment of Computer Science, Université de Sherbrooke, Sherbrooke, QC, Canada.ORCID http://orcid.org/0000-0001-7639-8172
Mahdi Ait Lhaj LoutfiDepartment of Computer Science, Université de Sherbrooke, Sherbrooke, QC, Canada.ORCID http://orcid.org/0009-0005-3555-0963
David FortinDivision of Neurosurgery and Neuro-Oncology, Faculty of Medicine and Health Science, Université de Sherbrooke, Sherbrooke, QC, Canada.
Martin LepageDepartment of Nuclear Medicine and Radiobiology, Sherbrooke Molecular Imaging Centre, Université de Sherbrooke, Sherbrooke, QC, Canada.ORCID http://orcid.org/0000-0002-5363-9487
Fanny MorónDepartment of Radiology, Baylor College of Medicine, Houston, TX, USA.ORCID http://orcid.org/0000-0003-3745-2177
Jacob MandelDepartment of Neurology, Baylor College of Medicine, Houston, TX, USA.ORCID http://orcid.org/0000-0001-5916-5668
Gaurav ShuklaCenter for AI and Data Science for Integrated Diagnostics (AI2D), University of Pennsylvania, Philadelphia, PA, USA.
Spencer LiemSidney Kimmel Medical College, Thomas Jefferson University, Philadelphia, PA, USA.
Gregory S AlexandreSidney Kimmel Medical College, Thomas Jefferson University, Philadelphia, PA, USA.
Joseph LombardoDepartment of Radiation Oncology, Sidney Kimmel Comprehensive Cancer Center, Thomas Jefferson University, Philadelphia, PA, USA.
Joshua D PalmerDepartment of Radiation Oncology, James Cancer Center, The Ohio State University, Columbus, OH, USA.ORCID http://orcid.org/0000-0003-3311-0129
Adam E FlandersDepartment of Radiology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, PA, USA.
Adam P DickerDepartment of Radiation Oncology, Sidney Kimmel Comprehensive Cancer Center, Thomas Jefferson University, Philadelphia, PA, USA.ORCID http://orcid.org/0000-0003-0733-3337
Godwin OgboleDepartment of Radiology, University College Hospital Ibadan, Oyo, Nigeria.
Dotun OyekunleDepartment of Radiology, University College Hospital Ibadan, Oyo, Nigeria.ORCID http://orcid.org/0000-0003-3957-0206
Olubunmi Odafe-OyibothaClinix Healthcare, Lagos, Lagos, Nigeria.
Babatunde OsobuDepartment of Radiology, University College Hospital Ibadan, Oyo, Nigeria.
Mustapha Shu'aibu HikimaDepartment of Radiology, Muhammad Abdullahi Wase Teaching Hospital, Kano, Nigeria.
Mayowa SoneyeDepartment of Radiology, University College Hospital Ibadan, Oyo, Nigeria.
Farouk DakoDepartment of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA.
Adeleye DorcasDepartment of Radiology, Obafemi Awolowo University Ile-Ife, Ile-Ife, Osun, Nigeria.
Derrick MurciaDepartment of Neurosurgery, University of Colorado Anschutz Medical Campus, Aurora, CO, USA.
Eric FuDepartment of Neurosurgery, University of Colorado Anschutz Medical Campus, Aurora, CO, USA.
Rourke HaasDepartment of Neurosurgery, University of Colorado Anschutz Medical Campus, Aurora, CO, USA.
John A ThompsonDepartments of Neurosurgery and Neurology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA.ORCID http://orcid.org/0000-0003-2991-5194
David Ryan OrmondDepartment of Neurosurgery, University of Colorado Anschutz Medical Campus, Aurora, CO, USA.ORCID http://orcid.org/0000-0001-7027-2915
Stuart CurrieDepartment of Radiology, Leeds Teaching Hospitals Trust, Leeds, UK.ORCID http://orcid.org/0000-0002-0154-6588
Kavi FataniaDepartment of Radiology, Leeds Teaching Hospitals Trust, Leeds, UK.ORCID http://orcid.org/0000-0003-2421-1083
Russell FroodDepartment of Radiology, Leeds Teaching Hospitals Trust, Leeds, UK.ORCID http://orcid.org/0000-0003-2681-9922
Amber L SimpsonSchool of Computing, Queen's University, Kingston, ON, Canada.ORCID http://orcid.org/0000-0002-4387-8417
Jacob J PeoplesSchool of Computing, Queen's University, Kingston, ON, Canada.ORCID http://orcid.org/0000-0003-0191-7446
Ricky HuSchool of Computing, Queen's University, Kingston, ON, Canada.
Danielle CutlerSchool of Computing, Queen's University, Kingston, ON, Canada.ORCID http://orcid.org/0000-0001-7523-714X
Fabio Y MoraesDepartment of Oncology, Queen's University, Kingston, ON, Canada.
Anh TranSchool of Computing, Queen's University, Kingston, ON, Canada.ORCID http://orcid.org/0000-0003-4596-3321
Mohammad HamghalamSchool of Computing, Queen's University, Kingston, ON, Canada.
Michael A BossCenter for Research and Innovation, American College of Radiology, Philadelphia, PA, USA.ORCID http://orcid.org/0000-0002-9492-767X
James GimpelCenter for Research and Innovation, American College of Radiology, Philadelphia, PA, USA.ORCID http://orcid.org/0000-0003-4245-9429
Deepak Kattil VeettilAmerican College of Radiology (ACR), Reston, VA, USA.ORCID http://orcid.org/0000-0002-0317-5477
Kendall SchmidtAmerican College of Radiology (ACR), Reston, VA, USA.
Lisa CiminoAmerican College of Radiology (ACR), Reston, VA, USA.
Cynthia PriceAmerican College of Radiology (ACR), Reston, VA, USA.
Brian BialeckiAmerican College of Radiology (ACR), Reston, VA, USA.ORCID http://orcid.org/0000-0003-1835-7449
Sailaja MarellaAmerican College of Radiology (ACR), Reston, VA, USA.
Charles ApgarCenter for Research and Innovation, American College of Radiology, Philadelphia, PA, USA.
Andras JakabCenter for MR-Research, University Children's Hospital Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0001-6291-9889
Marc-André WeberInstitute of Diagnostic and Interventional Radiology, Pediatric Radiology and Neuroradiology, University Medical Center Rostock, Rostock, Germany.ORCID http://orcid.org/0000-0003-3918-8066
Errol ColakDepartment of Medical Imaging, Unity Health Toronto, University of Toronto, Toronto, ON, Canada.
Jens KleesiekInstitute for AI in Medicine (IKIM), University Hospital Essen, Essen, Germany.ORCID http://orcid.org/0000-0001-8686-0682
John B FreymannLeidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD, USA.
Justin S KirbyLeidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD, USA.
Lena Maier-HeinGerman Cancer Research Center (DKFZ) Heidelberg, Division of Intelligent Medical Systems, Heidelberg, Germany.
Jake AlbrechtSage Bionetworks, Seattle, WA, USA.
Peter MattsonMedical Research Group, MLCommons, San Francisco, CA, USA.ORCID http://orcid.org/0000-0002-5984-238X
Alexandros KarargyrisMedical Research Group, MLCommons, San Francisco, CA, USA.ORCID http://orcid.org/0000-0002-1930-3410
Prashant ShahIntel Corporation, Santa Clara, CA, USA.
Bjoern MenzeDepartment of Informatics, Technical University of Munich, Munich, Germany.ORCID http://orcid.org/0000-0003-4136-5690
Klaus Maier-HeinGerman Cancer Research Center (DKFZ) Heidelberg, Division of Medical Image Computing, Heidelberg, Germany.
Spyridon BakasCenter for Federated Learning in Medicine, Indiana University, Indianapolis, IN, USA. spbakas@iu.edu.ORCID http://orcid.org/0000-0001-8734-6482

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI Hongbiao Carl Lekaye · 1985 to 2026
$347.4M
Tissue Culture Shared ResourceP30CA051008 · NCI · GEORGETOWN UNIVERSITY · PI Louis M Weiner · 1990 to 2026
$71.5M
MSHS Translational Science HubUL1TR001433 · NCATS · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI WRIGHT, ROSALIND J · 2015 to 2019
$26.6M
Medical Scientist Training Program Training GrantT32GM145449 · NIGMS · DUKE UNIVERSITY · PI Christopher D Kontos · 2022 to 2026
$6.6M
Advancing method benchmarking and data sharing through crowd-sourced competitions in cancer researchU24CA248265 · NCI · SAGE BIONETWORKS · PI BOUTROS, PAUL CHRISTOPHER, VARMA, SUSHEEL · 2020 to 2024
$4.1M
Synthesizing Image-derived Heterogeneity with Genomic measurements for Assessing Disease Aggressiveness in Lower Grade GliomasR37CA214955 · NCI · UNIVERSITY OF TX MD ANDERSON CAN CTR · PI KURTEK, SEBASTIAN, RAO, ARVIND · 2018 to 2024
$3.9M
Development and Validation of Prognostic Radiomic Markers of Response and Recurrence for Patients with Colorectal Liver MetastasesR01CA233888 · NCI · SLOAN-KETTERING INST CAN RESEARCH · PI CHUN, YUN SHIN, DO, RICHARD KINH GIAN · 2019 to 2023
$3.7M
Radiomic spatial maps for identifying viable tumor extent on multi-parametric MRI for GlioblastomaR01CA277728 · NCI · UNIVERSITY OF WISCONSIN-MADISON · PI Manmeet Ahluwalia, Pallavi Tiwari · 2024 to 2026
$3.0M
Quantitative imaging phenotypic classifier for distinguishing radiation effects from tumor recurrence in Glioblastoma .R01CA264017 · NCI · UNIVERSITY OF WISCONSIN-MADISON · PI Manmeet Ahluwalia, Pallavi Tiwari · 2022 to 2026
$2.9M
Privacy-Aware Federated Learning for Breast Cancer Risk AssessmentU24CA279629 · NCI · INDIANA UNIVERSITY INDIANAPOLIS · PI Spyridon Bakas · 2023 to 2026
$2.9M
Quantitative MRI for Pediatric Optic Pathway Glioma Treatment ResponseUH3CA236536 · NCI · CHILDREN'S HOSP OF PHILADELPHIA · PI AVERY, ROBERT ANDREW, LINGURARU, MARIUS GEORGE · 2022 to 2024
$2.1M
The Federated Tumor Segmentation (FeTS) platform: An intuitive tool facilitating secure multi-institutional collaborationU01CA242871 · NCI · UNIVERSITY OF PENNSYLVANIA · PI BAKAS, SPYRIDON · 2019 to 2021
$1.1M
BLRD VA I01 BX005842NCATS NIH HHS UL1 TR001433NCI NIH HHS P30 CA008748NCI NIH HHS P30 CA051008NCI NIH HHS R01 CA233888NCI NIH HHS R01 CA264017NCI NIH HHS R01 CA277728NCI NIH HHS R21 CA270742NCI NIH HHS R37 CA214955NCI NIH HHS U01 CA242871NCI NIH HHS U01 CA294415NCI NIH HHS U24 CA248265NCI NIH HHS U24 CA279629NCI NIH HHS UG3 CA236536NCI NIH HHS UH3 CA236536NIBIB NIH HHS R21 EB030209NIGMS NIH HHS T32 GM145449Wellcome Trust
6 · The paper itself

Abstract

Computational competitions are the standard for benchmarking medical image analysis algorithms, but they typically use small curated test datasets acquired at a few centers, leaving a gap to the reality of diverse multicentric patient data. To this end, the Federated Tumor Segmentation (FeTS) Challenge represents the paradigm for real-world algorithmic performance evaluation. The FeTS challenge is a competition to benchmark (i) federated learning aggregation algorithms and (ii) state-of-the-art segmentation algorithms, across multiple international sites. Weight aggregation and client selection techniques were compared using a multicentric brain tumor dataset in realistic federated learning simulations, yielding benefits for adaptive weight aggregation, and efficiency gains through client sampling. Quantitative performance evaluation of state-of-the-art segmentation algorithms on data distributed internationally across 32 institutions yielded good generalization on average, albeit the worst-case performance revealed data-specific modes of failure. Similar multi-site setups can help validate the real-world utility of healthcare AI algorithms in the future.

Indexed as

AlgorithmsArtificial IntelligenceBenchmarkingBrain NeoplasmsImage Processing, Computer-AssistedHumansMagnetic Resonance Imaging

Identifiers

PMID40628696
PMCPMC12238412

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