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DINOv2: Learning Robust Visual Features without Supervision

DINOv2: Learning Robust Visual Features without Supervision

14 April 2023
Maxime Oquab
Timothée Darcet
Théo Moutakanni
Huy Q. Vo
Marc Szafraniec
Vasil Khalidov
Pierre Fernandez
Daniel Haziza
Francisco Massa
Alaaeldin El-Nouby
Mahmoud Assran
Nicolas Ballas
Wojciech Galuba
Russ Howes
Po-Yao (Bernie) Huang
Shang-Wen Li
Ishan Misra
Michael G. Rabbat
Vasu Sharma
Gabriel Synnaeve
Huijiao Xu
Hervé Jégou
Julien Mairal
Patrick Labatut
Armand Joulin
Piotr Bojanowski
    VLM
    CLIP
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Papers citing "DINOv2: Learning Robust Visual Features without Supervision"

50 / 2,189 papers shown
Title
DynamicGSG: Dynamic 3D Gaussian Scene Graphs for Environment Adaptation
DynamicGSG: Dynamic 3D Gaussian Scene Graphs for Environment Adaptation
Luzhou Ge
Xiangyu Zhu
Zhuo Yang
Xuesong Li
3DGS
70
0
0
21 Feb 2025
Contrastive Localized Language-Image Pre-Training
Contrastive Localized Language-Image Pre-Training
Hong-You Chen
Zhengfeng Lai
H. Zhang
X. Wang
Marcin Eichner
Keen You
Meng Cao
Bowen Zhang
Y. Yang
Zhe Gan
CLIP
VLM
68
7
0
20 Feb 2025
UNION: Unsupervised 3D Object Detection using Object Appearance-based Pseudo-Classes
UNION: Unsupervised 3D Object Detection using Object Appearance-based Pseudo-Classes
T. Lentsch
Holger Caesar
D. Gavrila
3DPC
89
8
0
20 Feb 2025
Continually Learning Structured Visual Representations via Network Refinement with Rerelation
Continually Learning Structured Visual Representations via Network Refinement with Rerelation
Zeki Doruk Erden
Boi Faltings
CLL
67
0
0
20 Feb 2025
Personalized Instance-based Navigation Toward User-Specific Objects in Realistic Environments
Personalized Instance-based Navigation Toward User-Specific Objects in Realistic Environments
Luca Barsellotti
Roberto Bigazzi
Marcella Cornia
Lorenzo Baraldi
Rita Cucchiara
87
1
0
20 Feb 2025
CAST: Component-Aligned 3D Scene Reconstruction from an RGB Image
CAST: Component-Aligned 3D Scene Reconstruction from an RGB Image
Kaixin Yao
Longwen Zhang
Xinhao Yan
Yan Zeng
Qixuan Zhang
Wei Yang
Lan Xu
Jiayuan Gu
Jingyi Yu
29
3
0
18 Feb 2025
L4P: Low-Level 4D Vision Perception Unified
L4P: Low-Level 4D Vision Perception Unified
Abhishek Badki
Hang Su
Bowen Wen
Orazio Gallo
VLM
78
1
0
18 Feb 2025
Computational Safety for Generative AI: A Signal Processing Perspective
Computational Safety for Generative AI: A Signal Processing Perspective
Pin-Yu Chen
68
1
0
18 Feb 2025
Differentially Private Prototypes for Imbalanced Transfer Learning
Differentially Private Prototypes for Imbalanced Transfer Learning
Dariush Wahdany
Matthew Jagielski
Adam Dziedzic
Franziska Boenisch
82
0
0
17 Feb 2025
SAM-LAD: Segment Anything Model Meets Zero-Shot Logic Anomaly Detection
SAM-LAD: Segment Anything Model Meets Zero-Shot Logic Anomaly Detection
Yun Peng
Xiao Lin
Nachuan Ma
Jiayuan Du
Chuangwei Liu
Chengju Liu
Qi Chen
42
3
0
17 Feb 2025
Simplifying DINO via Coding Rate Regularization
Simplifying DINO via Coding Rate Regularization
Ziyang Wu
Jingyuan Zhang
Druv Pai
X. Wang
Chandan Singh
Jianwei Yang
Jianfeng Gao
Yi-An Ma
153
1
0
17 Feb 2025
GeoDANO: Geometric VLM with Domain Agnostic Vision Encoder
GeoDANO: Geometric VLM with Domain Agnostic Vision Encoder
Seunghyuk Cho
Zhenyue Qin
Yang Liu
Youngbin Choi
Seungbeom Lee
Dongwoo Kim
44
0
0
17 Feb 2025
Object-Centric Image to Video Generation with Language Guidance
Object-Centric Image to Video Generation with Language Guidance
Angel Villar-Corrales
Gjergj Plepi
Sven Behnke
DiffM
VGen
OCL
71
0
0
17 Feb 2025
Masked Latent Prediction and Classification for Self-Supervised Audio Representation Learning
Masked Latent Prediction and Classification for Self-Supervised Audio Representation Learning
Aurian Quélennec
Pierre Chouteau
Geoffroy Peeters
S. Essid
SSL
52
0
0
17 Feb 2025
Hyperspherical Energy Transformer with Recurrent Depth
Yunzhe Hu
Difan Zou
Dong Xu
41
0
0
17 Feb 2025
Without Paired Labeled Data: An End-to-End Self-Supervised Paradigm for UAV-View Geo-Localization
Without Paired Labeled Data: An End-to-End Self-Supervised Paradigm for UAV-View Geo-Localization
Zhongwei Chen
Zhao-Xu Yang
Hai-Jun Rong
SSL
56
0
0
17 Feb 2025
Dynamic Scene Understanding through Object-Centric Voxelization and Neural Rendering
Dynamic Scene Understanding through Object-Centric Voxelization and Neural Rendering
Yanpeng Zhao
Yiwei Hao
Siyu Gao
Yunbo Wang
Xiaokang Yang
OCL
124
1
0
17 Feb 2025
TinyEmo: Scaling down Emotional Reasoning via Metric Projection
TinyEmo: Scaling down Emotional Reasoning via Metric Projection
Cristian Gutierrez
LRM
62
0
0
17 Feb 2025
On the Statistical Complexity of Estimating Vendi Scores from Empirical Data
On the Statistical Complexity of Estimating Vendi Scores from Empirical Data
Azim Ospanov
Farzan Farnia
35
1
0
17 Feb 2025
Why Vision Language Models Struggle with Visual Arithmetic? Towards Enhanced Chart and Geometry Understanding
Why Vision Language Models Struggle with Visual Arithmetic? Towards Enhanced Chart and Geometry Understanding
Kung-Hsiang Huang
Can Qin
Haoyi Qiu
Philippe Laban
Shafiq R. Joty
Caiming Xiong
C. Wu
VLM
130
1
0
17 Feb 2025
Phantom: Subject-consistent video generation via cross-modal alignment
Phantom: Subject-consistent video generation via cross-modal alignment
Lijie Liu
Tianxiang Ma
Bingchuan Li
Zhuowei Chen
Jiawei Liu
Qian He
Xinglong Wu
Qian He
Xinglong Wu
DiffM
VGen
50
5
0
16 Feb 2025
The Vendiscope: An Algorithmic Microscope For Data Collections
The Vendiscope: An Algorithmic Microscope For Data Collections
Amey P. Pasarkar
Adji Bousso Dieng
36
2
0
15 Feb 2025
Adaptive Neural Networks for Intelligent Data-Driven Development
Adaptive Neural Networks for Intelligent Data-Driven Development
Youssef Shoeb
Azarm Nowzad
Hanno Gottschalk
63
2
0
14 Feb 2025
Learning Human Skill Generators at Key-Step Levels
Learning Human Skill Generators at Key-Step Levels
Yilu Wu
Chenhui Zhu
Shuai Wang
Hanlin Wang
Jing Wang
Zhaoxiang Zhang
Limin Wang
VGen
112
0
0
12 Feb 2025
Matrix3D: Large Photogrammetry Model All-in-One
Matrix3D: Large Photogrammetry Model All-in-One
Yuanxun Lu
Jingyang Zhang
Tian Fang
Jean-Daniel Nahmias
Yanghai Tsin
Long Quan
Xun Cao
Yao Yao
Shiwei Li
111
4
0
11 Feb 2025
From Pixels to Components: Eigenvector Masking for Visual Representation Learning
From Pixels to Components: Eigenvector Masking for Visual Representation Learning
Alice Bizeul
Thomas M. Sutter
Alain Ryser
Bernhard Schölkopf
Julius von Kügelgen
Julia E. Vogt
86
1
0
10 Feb 2025
Multi-Scale Feature Fusion with Image-Driven Spatial Integration for Left Atrium Segmentation from Cardiac MRI Images
Bipasha Kundu
Zixin Yang
R. Simon
Cristian A. Linte
31
0
0
10 Feb 2025
Fully Exploiting Vision Foundation Model's Profound Prior Knowledge for Generalizable RGB-Depth Driving Scene Parsing
Sicen Guo
Tianyou Wen
Chuang-Wei Liu
Qijun Chen
Rui Fan
55
0
0
10 Feb 2025
SIREN: Semantic, Initialization-Free Registration of Multi-Robot Gaussian Splatting Maps
Ola Shorinwa
Jiankai Sun
Mac Schwager
Anirudha Majumdar
3DGS
74
3
0
10 Feb 2025
Imitation Learning from a Single Temporally Misaligned Video
William Huey
Huaxiaoyue Wang
Anne Wu
Yoav Artzi
Sanjiban Choudhury
AI4TS
60
0
0
08 Feb 2025
No Free Lunch in Annotation either: An objective evaluation of foundation models for streamlining annotation in animal tracking
No Free Lunch in Annotation either: An objective evaluation of foundation models for streamlining annotation in animal tracking
Emil Mededovic
Valdy Laurentius
Yuli Wu
Marcin Kopaczka
Zhu Chen
Mareike Schulz
René Tolba
Johannes Stegmaier
84
1
0
06 Feb 2025
Universal Sparse Autoencoders: Interpretable Cross-Model Concept Alignment
Universal Sparse Autoencoders: Interpretable Cross-Model Concept Alignment
Harrish Thasarathan
Julian Forsyth
Thomas Fel
M. Kowal
Konstantinos G. Derpanis
105
7
0
06 Feb 2025
ZISVFM: Zero-Shot Object Instance Segmentation in Indoor Robotic Environments with Vision Foundation Models
ZISVFM: Zero-Shot Object Instance Segmentation in Indoor Robotic Environments with Vision Foundation Models
Ying Zhang
Maoliang Yin
Wenfu Bi
Haibao Yan
Shaohan Bian
Cui-Hua Zhang
C. Hua
73
2
0
05 Feb 2025
Efficient Domain Adaptation of Multimodal Embeddings using Constrastive Learning
Efficient Domain Adaptation of Multimodal Embeddings using Constrastive Learning
Georgios Margaritis
Periklis Petridis
Dimitris Bertsimas
54
0
0
04 Feb 2025
UNIP: Rethinking Pre-trained Attention Patterns for Infrared Semantic Segmentation
UNIP: Rethinking Pre-trained Attention Patterns for Infrared Semantic Segmentation
Tao Zhang
Jinyong Wen
Zhen Chen
Kun Ding
S. Xiang
Chunhong Pan
72
1
0
04 Feb 2025
AquaticCLIP: A Vision-Language Foundation Model for Underwater Scene Analysis
AquaticCLIP: A Vision-Language Foundation Model for Underwater Scene Analysis
B. Alawode
I. I. Ganapathi
S. Javed
N. Werghi
Mohammed Bennamoun
Arif Mahmood
CLIP
VLM
70
1
0
03 Feb 2025
Label Correction for Road Segmentation Using Road-side Cameras
Label Correction for Road Segmentation Using Road-side Cameras
Henrik Toikka
Eerik Alamikkotervo
Risto Ojala
64
0
0
03 Feb 2025
Exploring Few-Shot Defect Segmentation in General Industrial Scenarios with Metric Learning and Vision Foundation Models
Exploring Few-Shot Defect Segmentation in General Industrial Scenarios with Metric Learning and Vision Foundation Models
Tongkun Liu
Bing Li
Xiao Jin
Yupeng Shi
Qiuying Li
Xiang Wei
55
0
0
03 Feb 2025
Lifting by Gaussians: A Simple, Fast and Flexible Method for 3D Instance Segmentation
Lifting by Gaussians: A Simple, Fast and Flexible Method for 3D Instance Segmentation
Rohan Chacko
Nicolai Haeni
Eldar Khaliullin
Lin Sun
Douglas Lee
3DGS
42
1
0
31 Jan 2025
Mobile Manipulation Instruction Generation from Multiple Images with Automatic Metric Enhancement
Mobile Manipulation Instruction Generation from Multiple Images with Automatic Metric Enhancement
Kei Katsumata
Motonari Kambara
Daichi Yashima
Ryosuke Korekata
Komei Sugiura
61
0
0
28 Jan 2025
MATCHA:Towards Matching Anything
Fei Xue
Sven Elflein
Laura Leal-Taixe
Qunjie Zhou
49
0
0
28 Jan 2025
Diffusion Generative Modeling for Spatially Resolved Gene Expression Inference from Histology Images
Sichen Zhu
Yuchen Zhu
Molei Tao
Peng-Chao Qiu
MedIm
31
0
0
28 Jan 2025
MADation: Face Morphing Attack Detection with Foundation Models
MADation: Face Morphing Attack Detection with Foundation Models
Eduarda Caldeira
Guray Ozgur
Tahar Chettaoui
Marija Ivanovska
Peter Peer
Fadi Boutros
Vitomir Štruc
Naser Damer
CVBM
39
1
1
28 Jan 2025
Controllable Forgetting Mechanism for Few-Shot Class-Incremental Learning
Kirill Paramonov
Mete Ozay
Eunju Yang
J. Moon
Umberto Michieli
56
0
0
28 Jan 2025
Slot-Guided Adaptation of Pre-trained Diffusion Models for Object-Centric Learning and Compositional Generation
Slot-Guided Adaptation of Pre-trained Diffusion Models for Object-Centric Learning and Compositional Generation
Adil Kaan Akan
Yucel Yemez
DiffM
OCL
42
0
0
27 Jan 2025
Rethinking Encoder-Decoder Flow Through Shared Structures
Rethinking Encoder-Decoder Flow Through Shared Structures
Frederik Laboyrie
M. K. Yucel
Albert Saà-Garriga
AI4CE
40
0
0
24 Jan 2025
Towards Scalable Topological Regularizers
Towards Scalable Topological Regularizers
Hiu-Tung Wong
Darrick Lee
Hong Yan
BDL
57
0
0
24 Jan 2025
DynamicEarth: How Far are We from Open-Vocabulary Change Detection?
DynamicEarth: How Far are We from Open-Vocabulary Change Detection?
Kaiyu Li
Xiangyong Cao
Yupeng Deng
Chao Pang
Zepeng Xin
Deyu Meng
Zhi Wang
ObjD
69
1
0
22 Jan 2025
Enhancing Monocular Depth Estimation with Multi-Source Auxiliary Tasks
Enhancing Monocular Depth Estimation with Multi-Source Auxiliary Tasks
Alessio Quercia
Erenus Yildiz
Zhuo Cao
Kai Krajsek
Abigail Morrison
Ira Assent
Hanno Scharr
51
0
0
22 Jan 2025
Video Depth Anything: Consistent Depth Estimation for Super-Long Videos
Video Depth Anything: Consistent Depth Estimation for Super-Long Videos
Sili Chen
Hengkai Guo
Shengnan Zhu
Feihu Zhang
Zilong Huang
Jiashi Feng
Bingyi Kang
VLM
AuLLM
MDE
61
11
0
21 Jan 2025
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