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    Computer vision & multimodal· 2021

    Emerging Properties in Self-Supervised Vision Transformers

    Mathilde Caron (first author) · 2021

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    DOI 10.1109/iccv48922.2021.00951arXiv 2104.14294OpenAlex W3159481202

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    Why it matters

    DINO revealed emergent semantic structure in self-supervised vision transformers and popularized self-distillation.

    Condensed from the expert lists' notes.

    The record

    First released
    2021 (from arXiv 2104.14294)
    Citations
    10,591 citations, as counted by Papers With Code (CC BY-SA 4.0)
    Named by
    both expert lists
    Score
    0.600 · computed rank 149 · consensus 0.84, must-read 0.5, citations percentile 0.852 (2020s · vision), awards 0, existing lists 0. Method

    Data sources

    Catalogue data from OpenAlex (CC0), Crossref (CC0 metadata; no abstracts are shown), arXiv, and Papers With Code (CC BY-SA 4.0). Each count names its source. See the method.