Bardes, Adrien
- A Cookbook of Self-Supervised Learning
2023/04/24 by Randall Balestriero, Mark Ibrahim, Balestriero, Randall +36 · 2 voices · 39 citations
Computer Science · #Machine Learning and Data Classification
- An Introduction to Vision-Language Modeling
2024/05/27 by Florian Bordes, Richard Yuanzhe Pang, Bordes, Florian +80 · 4 voices · 46 citations
Computer Science · Social Sciences · #FOS: Computer and information sciences #Geographic Information Systems Studies #Machine Learning (cs.LG) #cs.LG
- VICReg: Variance-Invariance-Covariance Regularization for\n Self-Supervised Learning
2021/05/11 by Adrien Bardes, Bardes, Adrien, Jean Ponce +3 · 84 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
- Intuitive physics understanding emerges from self-supervised pretraining on natural videos
2025/02/17 by Quentin Garrido, Nicolas Ballas, Garrido, Quentin +13 · 9 voices · 19 citations
#cs.CV #cs.AI
- Revisiting Feature Prediction for Learning Visual Representations from Video
2024/02/15 by Adrien Bardes, Quentin Garrido, Bardes, Adrien +13 · 80 citations
Computer Science · #Generative Adversarial Networks and Image Synthesis #Multimodal Machine Learning Applications #Video Analysis and Summarization
- V-JEPA 2: Self-Supervised Video Models Enable Understanding, Prediction and Planning
2025/06/11 by Adrien Bardes, Assran, Mido, David P. Fan +54 · 135 citations
Computer Science · Psychology · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Robotics (cs.RO) #Social Robot Interaction and HRI
- VICRegL: Self-Supervised Learning of Local Visual Features
2022/10/04 by Adrien Bardes, Juliana Rubio Ponce, Bardes, Adrien +3 · 12 citations
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Face and Expression Recognition #Machine Learning (cs.LG)
- Learning and Leveraging World Models in Visual Representation Learning
2024/03/01 by Quentin Garrido, Garrido, Quentin, Mahmoud Assran +9 · 15 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Battle of the Backbones: A Large-Scale Comparison of Pretrained Models across Computer Vision Tasks
2023/10/30 by Micah Goldblum, Hossein Souri, Goldblum, Micah +23 · 8 citations
Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
- MC-JEPA: A Joint-Embedding Predictive Architecture for Self-Supervised Learning of Motion and Content Features
2023/07/24 by Bardes, Adrien, Ponce, Jean, LeCun, Yann · 7 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Guillotine Regularization: Why removing layers is needed to improve generalization in Self-Supervised Learning
2022/06/27 by Florian Bordes, Bordes, Florian, Randall Balestriero +7 · 4 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM
- Bag of Image Patch Embedding Behind the Success of Self-Supervised Learning
2022/06/17 by Yubei Chen, Adrien Bardes, Chen, Yubei +5 · 1 citation
Biochemistry, Genetics and Molecular Biology · Computer Science · Medicine · #Cancer-related molecular mechanisms research #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mycobacterium research and diagnosis