1 Ocak 2021 Dergi makalesi Açık Erişim

Oksuz, Kemal; Cam, Baris Can; Kalkan, Sinan; Akbas, Emre

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  <identifier identifierType="URL">https://aperta.ulakbim.gov.tr/record/233568</identifier>
  <creators>
    <creator>
      <creatorName>Oksuz, Kemal</creatorName>
      <givenName>Kemal</givenName>
      <familyName>Oksuz</familyName>
      <affiliation>Middle East Tech Univ METU, Dept Comp Engn, TR-06800 Ankara, Turkey</affiliation>
    </creator>
    <creator>
      <creatorName>Cam, Baris Can</creatorName>
      <givenName>Baris Can</givenName>
      <familyName>Cam</familyName>
      <affiliation>Middle East Tech Univ METU, Dept Comp Engn, TR-06800 Ankara, Turkey</affiliation>
    </creator>
    <creator>
      <creatorName>Kalkan, Sinan</creatorName>
      <givenName>Sinan</givenName>
      <familyName>Kalkan</familyName>
      <affiliation>Middle East Tech Univ METU, Dept Comp Engn, TR-06800 Ankara, Turkey</affiliation>
    </creator>
    <creator>
      <creatorName>Akbas, Emre</creatorName>
      <givenName>Emre</givenName>
      <familyName>Akbas</familyName>
      <affiliation>Middle East Tech Univ METU, Dept Comp Engn, TR-06800 Ankara, Turkey</affiliation>
    </creator>
  </creators>
  <titles>
    <title>Imbalance Problems In Object Detection: A Review</title>
  </titles>
  <publisher>Aperta</publisher>
  <publicationYear>2021</publicationYear>
  <dates>
    <date dateType="Issued">2021-01-01</date>
  </dates>
  <resourceType resourceTypeGeneral="Text">Journal article</resourceType>
  <alternateIdentifiers>
    <alternateIdentifier alternateIdentifierType="url">https://aperta.ulakbim.gov.tr/record/233568</alternateIdentifier>
  </alternateIdentifiers>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsIdenticalTo">10.1109/TPAMI.2020.2981890</relatedIdentifier>
  </relatedIdentifiers>
  <rightsList>
    <rights rightsURI="http://www.opendefinition.org/licenses/cc-by">Creative Commons Attribution</rights>
    <rights rightsURI="info:eu-repo/semantics/openAccess">Open Access</rights>
  </rightsList>
  <descriptions>
    <description descriptionType="Abstract">In this paper, we present a comprehensive review of the imbalance problems in object detection. To analyze the problems in a systematic manner, we introduce a problem-based taxonomy. Following this taxonomy, we discuss each problem in depth and present a unifying yet critical perspective on the solutions in the literature. In addition, we identify major open issues regarding the existing imbalance problems as well as imbalance problems that have not been discussed before. Moreover, in order to keep our review up to date, we provide an accompanying webpage which catalogs papers addressing imbalance problems, according to our problem-based taxonomy. Researchers can track newer studies on this webpage available at: https://github.com/kemaloksuz/ObjectDetectionImbalance.</description>
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