Spyros Gidaris

Boosting Visual Instruction Tuning with Self-Supervised Guidance

arXiv 2026

Representations Before Pixels: Semantics-Guided Hierarchical Video Prediction

arXiv 2026

Coevolving Representations in Joint Image-Feature Diffusion

arXiv 2026

Boosting Generative Image Modeling via Joint Image-Feature Synthesis

arXiv 2025

Multi-Token Prediction Needs Registers

arXiv 2025

Franca: Nested Matryoshka Clustering for Scalable Visual Representation Learning

arXiv 2025

Advancing Semantic Future Prediction through Multimodal Visual Sequence Transformers

CVPR 2025 1

DIP: Unsupervised Dense In-Context Post-training of Visual Representations

ICCV 2025

$\texttt{DINO-Foresight}$: Looking into the Future with DINO

arXiv 2024

No Train, all Gain: Self-Supervised Gradients Improve Deep Frozen Representations

arXiv 2024

SPOT: Self-Training with Patch-Order Permutation for Object-Centric Learning with Autoregressive Transformers

CVPR 2024 1

Three Pillars improving Vision Foundation Model Distillation for Lidar

CVPR 2024 1

Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation

arXiv 2022

Image-to-Lidar Self-Supervised Distillation for Autonomous Driving Data

CVPR 2022 1

What to Hide from Your Students: Attention-Guided Masked Image Modeling

arXiv 2022

Localizing Objects with Self-Supervised Transformers and no Labels

arXiv 2021

OBoW: Online Bag-of-Visual-Words Generation for Self-Supervised Learning

obow-online-bag-of-visual-words-generation

Unsupervised Representation Learning by Predicting Image Rotations

unsupervised-representation-learning-by-2

Andrei Bursuc

Nikos Komodakis

Ioannis Kakogeorgiou

Efstathios Karypidis

Gilles Puy

Patrick Pérez

Oriane Siméoni

Renaud Marlet

Alexandre Boulch

Antonin Vobecky