Alert button
Picture for Hervé Jegou

Hervé Jegou

Alert button

DINOv2: Learning Robust Visual Features without Supervision

Apr 14, 2023
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 Mairal, Patrick Labatut, Armand Joulin, Piotr Bojanowski

Figure 1 for DINOv2: Learning Robust Visual Features without Supervision
Figure 2 for DINOv2: Learning Robust Visual Features without Supervision
Figure 3 for DINOv2: Learning Robust Visual Features without Supervision
Figure 4 for DINOv2: Learning Robust Visual Features without Supervision
Viaarxiv icon

Are Large-scale Datasets Necessary for Self-Supervised Pre-training?

Dec 20, 2021
Alaaeldin El-Nouby, Gautier Izacard, Hugo Touvron, Ivan Laptev, Hervé Jegou, Edouard Grave

Figure 1 for Are Large-scale Datasets Necessary for Self-Supervised Pre-training?
Figure 2 for Are Large-scale Datasets Necessary for Self-Supervised Pre-training?
Figure 3 for Are Large-scale Datasets Necessary for Self-Supervised Pre-training?
Figure 4 for Are Large-scale Datasets Necessary for Self-Supervised Pre-training?
Viaarxiv icon

XCiT: Cross-Covariance Image Transformers

Jun 18, 2021
Alaaeldin El-Nouby, Hugo Touvron, Mathilde Caron, Piotr Bojanowski, Matthijs Douze, Armand Joulin, Ivan Laptev, Natalia Neverova, Gabriel Synnaeve, Jakob Verbeek, Hervé Jegou

Figure 1 for XCiT: Cross-Covariance Image Transformers
Figure 2 for XCiT: Cross-Covariance Image Transformers
Figure 3 for XCiT: Cross-Covariance Image Transformers
Figure 4 for XCiT: Cross-Covariance Image Transformers
Viaarxiv icon