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Federated Learning for Medical Image Classification: A Comprehensive Benchmark.

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Bibliographic Details
Title: Federated Learning for Medical Image Classification: A Comprehensive Benchmark.
Authors: Zhou Z, Luo G, Chen M, Weng Z, Zhu Y
Source: IEEE journal of biomedical and health informatics [IEEE J Biomed Health Inform] 2026 Jun; Vol. 30 (6), pp. 5339-5352.
Publication Type: Journal Article
Journal Info: Publisher: Institute of Electrical and Electronics Engineers Country of Publication: United States NLM ID: 101604520 Publication Model: Print Cited Medium: Internet ISSN: 2168-2208 (Electronic) Linking ISSN: 21682194 NLM ISO Abbreviation: IEEE J Biomed Health Inform Subsets: MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: Federated Learning for Medical Image Classification: A Comprehensive Benchmark.
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  Data: <searchLink fieldCode="AU" term="%22Zhou+Z%22">Zhou Z</searchLink><br /><searchLink fieldCode="AU" term="%22Luo+G%22">Luo G</searchLink><br /><searchLink fieldCode="AU" term="%22Chen+M%22">Chen M</searchLink><br /><searchLink fieldCode="AU" term="%22Weng+Z%22">Weng Z</searchLink><br /><searchLink fieldCode="AU" term="%22Zhu+Y%22">Zhu Y</searchLink>
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Institute+of+Electrical+and+Electronics+Engineers%22">Institute of Electrical and Electronics Engineers </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101604520 <i>Publication Model: </i>Print <i>Cited Medium: </i>Internet <i>ISSN: </i>2168-2208 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2221682194%22">21682194 </searchLink><i>NLM ISO Abbreviation: </i>IEEE J Biomed Health Inform <i>Subsets: </i>MEDLINE
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      – Type: doi
        Value: 10.1109/JBHI.2025.3631706
    Languages:
      – Code: eng
        Text: English
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        StartPage: 5339
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      – TitleFull: Federated Learning for Medical Image Classification: A Comprehensive Benchmark.
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      – PersonEntity:
          Name:
            NameFull: Zhou Z
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          Name:
            NameFull: Luo G
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            NameFull: Chen M
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          Name:
            NameFull: Weng Z
      – PersonEntity:
          Name:
            NameFull: Zhu Y
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          Dates:
            – D: 01
              M: 06
              Text: 2026 Jun
              Type: published
              Y: 2026
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              Value: 2168-2208
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              Value: 30
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              Value: 6
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            – TitleFull: IEEE journal of biomedical and health informatics
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