DualMix: Unleashing the Potential of Data Augmentation for Online Class-Incremental Learning
DualMix: Unleashing the Potential of Data Augmentation for Online Class-Incremental Learning
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Author / Creator
Fan, Yunfeng , Xu, Wenchao , Wang, Haozhao , Zhu, Jiaqi , Wang, Junxiao and Guo, Song
Publisher
Ithaca: Cornell University Library, arXiv.org
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Language
English
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Publisher
Ithaca: Cornell University Library, arXiv.org
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Contents
Online Class-Incremental (OCI) learning has sparked new approaches to expand the previously trained model knowledge from sequentially arriving data streams with new classes. Unfortunately, OCI learning can suffer from catastrophic forgetting (CF) as the decision boundaries for old classes can become inaccurate when perturbated by new ones. Existing...
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Full title
DualMix: Unleashing the Potential of Data Augmentation for Online Class-Incremental Learning
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Record Identifier
TN_cdi_proquest_journals_2787015073
Permalink
https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2787015073
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E-ISSN
2331-8422
