DINOv2 Meets Text: A Unified Framework for Image- and Pixel-Level Vision-Language Alignment

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Jose, Cijo, Moutakanni, Théo, Kang, Dahyun, Baldassarre, Federico, Darcet, Timothée, Xu, Hu, Li, Daniel, Szafraniec, Marc, Ramamonjisoa, Michaël, Oquab, Maxime, Siméoni, Oriane, Vo, Huy V., Labatut, Patrick, Bojanowski, Piotr
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

DINOv3
by: Siméoni, Oriane, et al.
Published: (2025)

Cluster and Predict Latent Patches for Improved Masked Image Modeling
by: Darcet, Timothée, et al.
Published: (2025)

You Don't Need Domain-Specific Data Augmentations When Scaling Self-Supervised Learning
by: Moutakanni, Théo, et al.
Published: (2024)

Vision Transformers Need Registers
by: Darcet, Timothée, et al.
Published: (2023)

Automatic Data Curation for Self-Supervised Learning: A Clustering-Based Approach
by: Vo, Huy V., et al.
Published: (2024)

DINOv2: Learning Robust Visual Features without Supervision
by: Oquab, Maxime, et al.
Published: (2023)

Revisiting [CLS] and Patch Token Interaction in Vision Transformers
by: Marouani, Alexis, et al.
Published: (2026)

Efficient Universal Perception Encoder
by: Zhu, Chenchen, et al.
Published: (2026)

CHMv2: Improvements in Global Canopy Height Mapping using DINOv3
by: Brandt, John, et al.
Published: (2026)

Back to the Features: DINO as a Foundation for Video World Models
by: Baldassarre, Federico, et al.
Published: (2025)

Disentangling the Factors of Convergence between Brains and Computer Vision Models
by: Raugel, Joséphine, et al.
Published: (2025)

Advancing human-centric AI for robust X-ray analysis through holistic self-supervised learning
by: Moutakanni, Théo, et al.
Published: (2024)

Misalignment Between Backpropagation and the Hierarchy of Brain Responses to Images
by: Raugel, Joséphine, et al.
Published: (2026)

CLIP-DINOiser: Teaching CLIP a few DINO tricks for open-vocabulary semantic segmentation
by: Wysoczańska, Monika, et al.
Published: (2023)

MILAN: Milli-Annotations for Lidar Semantic Segmentation
by: Samet, Nermin, et al.
Published: (2024)

AdaVFM: Adaptive Vision Foundation Models for Edge Intelligence via LLM-Guided Execution
by: Zhao, Yiwei, et al.
Published: (2026)

LLM-wrapper: Black-Box Semantic-Aware Adaptation of Vision-Language Models for Referring Expression Comprehension
by: Cardiel, Amaia, et al.
Published: (2024)

Unsupervised Object Localization in the Era of Self-Supervised ViTs: A Survey
by: Siméoni, Oriane, et al.
Published: (2023)

Decentralising LLM Alignment: A Case for Context, Pluralism, and Participation
by: Peter, Oriane, et al.
Published: (2025)

Real-Time Object Detection Meets DINOv3
by: Huang, Shihua, et al.
Published: (2025)

Numerical analysis of a non-clamped dynamic thermoviscoelastic contact problem
by: Bartman, Piotr, et al.
Published: (2019)

DINOv3 Meets YOLO26 for Weed Detection in Vegetable Crops
by: Deng, Boyang, et al.
Published: (2026)

UniPixel: Unified Object Referring and Segmentation for Pixel-Level Visual Reasoning
by: Liu, Ye, et al.
Published: (2025)

Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation
by: Vobecky, Antonin, et al.
Published: (2022)

Test-time Contrastive Concepts for Open-world Semantic Segmentation with Vision-Language Models
by: Wysoczańska, Monika, et al.
Published: (2024)

MOCA: Self-supervised Representation Learning by Predicting Masked Online Codebook Assignments
by: Gidaris, Spyros, et al.
Published: (2023)

POP-3D: Open-Vocabulary 3D Occupancy Prediction from Images
by: Vobecky, Antonin, et al.
Published: (2024)

VGGT-$Ω$
by: Wang, Jianyuan, et al.
Published: (2026)

UPOCR: Towards Unified Pixel-Level OCR Interface
by: Peng, Dezhi, et al.
Published: (2023)

Stationary measures for the Porous Medium Model
by: Blondel, Oriane
Published: (2024)

Convergence of a double step scheme for a class of second order Clarke subdifferential inclusions
by: Bartosz, Krzysztof, et al.
Published: (2023)

NeuroSeg Meets DINOv3: Transferring 2D Self-Supervised Visual Priors to 3D Neuron Segmentation via DINOv3 Initialization
by: Cheng, Yik San, et al.
Published: (2026)

Inter-flake transport and humidity response of Ti3C2Tx MXene at the nanoscale
by: de Leuze, Oriane, et al.
Published: (2025)

From Pixels to Prompts: Vision-Language Models
by: Vo, Khang Hoang Nhat
Published: (2026)

From Reasoning to Pixels: Benchmarking the Alignment Gap in Unified Multimodal Models
by: Yang, Cheng, et al.
Published: (2026)

Three Pillars improving Vision Foundation Model Distillation for Lidar
by: Puy, Gilles, et al.
Published: (2023)

Closures of moment expansion of anisotropic active Brownian particles
by: Gautry, Timothée, et al.
Published: (2025)

Waterbird responses to experimental drawdown : implications for the multispecies management of wetland mosaics. / Oriane W. Taft
by: Taft, Oriane W
Published: (1994)

Planning with Reasoning using Vision Language World Model
by: Chen, Delong, et al.
Published: (2025)

Why Interest Groups With Divergent Goals Collaborate: Evidence From Climate Regulation
by: Dahyun Choi
Published: (2025)