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Improving uncertainty estimation in deep neural networks by modeling class and instance uncertainty.

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Title: Improving uncertainty estimation in deep neural networks by modeling class and instance uncertainty.
Authors: Spanos, Dimitrios1, dvspanos@csd.auth.gr, Passalis, Nikolaos2, passalis@auth.gr, Tefas, Anastasios1, tefas@csd.auth.gr
Source: Pattern Recognition; Mar2026:Part B, Vol. 171, pN.PAG-N.PAG, 1p
Database: Applied Science & Technology Source
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  Availability: 0
Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 189057770
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
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  Data: Improving uncertainty estimation in deep neural networks by modeling class and instance uncertainty.
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  Data: <searchLink fieldCode="AU" term="%22Spanos%2C+Dimitrios%22">Spanos, Dimitrios</searchLink><relatesTo>1</relatesTo>, <i>dvspanos@csd.auth.gr</i><br /><searchLink fieldCode="AU" term="%22Passalis%2C+Nikolaos%22">Passalis, Nikolaos</searchLink><relatesTo>2</relatesTo>, <i>passalis@auth.gr</i><br /><searchLink fieldCode="AU" term="%22Tefas%2C+Anastasios%22">Tefas, Anastasios</searchLink><relatesTo>1</relatesTo>, <i>tefas@csd.auth.gr</i>
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  Data: <searchLink fieldCode="JN" term="%22Pattern+Recognition%22">Pattern Recognition</searchLink>; Mar2026:Part B, Vol. 171, pN.PAG-N.PAG, 1p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=189057770
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1016/j.patcog.2025.112267
    Languages:
      – Code: eng
        Text: English
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      Pagination:
        PageCount: 1
        StartPage: N.PAG
    Titles:
      – TitleFull: Improving uncertainty estimation in deep neural networks by modeling class and instance uncertainty.
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            NameFull: Spanos, Dimitrios
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            NameFull: Passalis, Nikolaos
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            NameFull: Tefas, Anastasios
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          Dates:
            – D: 05
              M: 03
              Text: Mar2026:Part B
              Type: published
              Y: 2026
          Identifiers:
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              Value: 171
          Titles:
            – TitleFull: Pattern Recognition
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