287 citations · 599 across the 16 of their papers we have counts for
4 papers · 1 filter
VICRegL: Self-Supervised Learning of Local Visual Features
Adrien Bardes, Jean Ponce, Yann LeCun
Most recent self-supervised methods for learning image representations focus on either producing a global feature with invariance properties, or producing a set of local features.…
Guillotine Regularization: Why removing layers is needed to improve generalization in Self-Supervised Learning
Florian Bordes, Randall Balestriero, Quentin Garrido +2
One unexpected technique that emerged in recent years consists in training a Deep Network (DN) with a Self-Supervised Learning (SSL) method, and using this network on downstream ta…
Bag of Image Patch Embedding Behind the Success of Self-Supervised Learning
Yubei Chen, Adrien Bardes, Zengyi Li +1
Self-supervised learning (SSL) has recently achieved tremendous empirical advancements in learning image representation. However, our understanding of the principle behind learning…
On the duality between contrastive and non-contrastive self-supervised learning
Quentin Garrido, Yubei Chen, Adrien Bardes +2
Recent approaches in self-supervised learning of image representations can be categorized into different families of methods and, in particular, can be divided into contrastive and…