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DINOv2: Learning Robust Visual Features

without Supervision

Maxime Oquab∗∗, Timothée Darcet∗∗, Théo Moutakanni∗∗,

Huy Vo∗, Marc Szafraniec∗, Vasil Khalidov∗, Pierre Fernandez, Daniel Haziza,

Francisco Massa, Alaaeldin El-Nouby, Mahmoud Assran, Nicolas Ballas, Wojciech Galuba,

Russell Howes, Po-Yao Huang, Shang-Wen Li, Ishan Misra, Michael Rabbat,

Vasu Sharma, Gabriel Synnaeve, Hu Xu, Hervé Jegou, Julien Mairal1,

Patrick Labatut∗, Armand Joulin∗, Piotr Bojanowski∗

Meta AI Research
∗core team

1Inria
∗∗equal contribution

Abstract
DINOv2- Learning Robust Visual Features without Supervision