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07/24/2023
MC-JEPA: A Joint-Embedding Predictive Architecture for Self-Supervised Learning of Motion and Content Features
Self-supervised learning of visual representations has been focusing on ...
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04/24/2023
A Cookbook of Self-Supervised Learning
Self-supervised learning, dubbed the dark matter of intelligence, is a p...
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04/23/2023
No Free Lunch in Self Supervised Representation Learning
Self-supervised representation learning in computer vision relies heavil...
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10/04/2022
VICRegL: Self-Supervised Learning of Local Visual Features
Most recent self-supervised methods for learning image representations f...
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06/27/2022
Guillotine Regularization: Improving Deep Networks Generalization by Removing their Head
One unexpected technique that emerged in recent years consists in traini...
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06/17/2022
Intra-Instance VICReg: Bag of Self-Supervised Image Patch Embedding
Recently, self-supervised learning (SSL) has achieved tremendous empiric...
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06/03/2022
On the duality between contrastive and non-contrastive self-supervised learning
Recent approaches in self-supervised learning of image representations c...
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05/11/2021