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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
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Papers citing "DINOv2: Learning Robust Visual Features without Supervision"

50 / 2,220 papers shown
Title
ViT-Lens: Towards Omni-modal Representations
ViT-Lens: Towards Omni-modal Representations
Weixian Lei
Yixiao Ge
Kun Yi
Jianfeng Zhang
Difei Gao
Dylan Sun
Yuying Ge
Ying Shan
Mike Zheng Shou
21
18
0
27 Nov 2023
Optimal Transport Aggregation for Visual Place Recognition
Optimal Transport Aggregation for Visual Place Recognition
Sergio Izquierdo
Javier Civera
OT
43
62
0
27 Nov 2023
SAM-6D: Segment Anything Model Meets Zero-Shot 6D Object Pose Estimation
SAM-6D: Segment Anything Model Meets Zero-Shot 6D Object Pose Estimation
Jiehong Lin
Lihua Liu
Dekun Lu
Kui Jia
VLM
34
61
0
27 Nov 2023
A Survey on Monocular Re-Localization: From the Perspective of Scene Map
  Representation
A Survey on Monocular Re-Localization: From the Perspective of Scene Map Representation
Jinyu Miao
Kun Jiang
Tuopu Wen
Yunlong Wang
Peijing Jia
...
Qian Cheng
Zhongyang Xiao
Jin Huang
Zhihua Zhong
Diange Yang
24
6
0
27 Nov 2023
HawkI: Homography & Mutual Information Guidance for 3D-free Single Image
  to Aerial View
HawkI: Homography & Mutual Information Guidance for 3D-free Single Image to Aerial View
D. Kothandaraman
Dinesh Manocha
Ming C. Lin
Dinesh Manocha
DiffM
31
2
0
27 Nov 2023
ChAda-ViT : Channel Adaptive Attention for Joint Representation Learning
  of Heterogeneous Microscopy Images
ChAda-ViT : Channel Adaptive Attention for Joint Representation Learning of Heterogeneous Microscopy Images
Nicolas Bourriez
Ihab Bendidi
Ethan O. Cohen
Gabriel Watkinson
Maxime Sanchez
Guillaume Bollot
Auguste Genovesio
MedIm
27
8
0
26 Nov 2023
Insect-Foundation: A Foundation Model and Large-scale 1M Dataset for
  Visual Insect Understanding
Insect-Foundation: A Foundation Model and Large-scale 1M Dataset for Visual Insect Understanding
Hoang-Quan Nguyen
Thanh-Dat Truong
Xuan-Bac Nguyen
Ashley Dowling
Xin Li
Khoa Luu
VLM
24
19
0
26 Nov 2023
Elucidating and Overcoming the Challenges of Label Noise in Supervised
  Contrastive Learning
Elucidating and Overcoming the Challenges of Label Noise in Supervised Contrastive Learning
Zijun Long
George Killick
Lipeng Zhuang
R. McCreadie
Gerardo Aragon Camarasa
Paul Henderson
33
5
0
25 Nov 2023
SEGIC: Unleashing the Emergent Correspondence for In-Context
  Segmentation
SEGIC: Unleashing the Emergent Correspondence for In-Context Segmentation
Lingchen Meng
Shiyi Lan
Hengduo Li
Jose M. Alvarez
Zuxuan Wu
Yu-Gang Jiang
VLM
ISeg
MLLM
28
6
0
24 Nov 2023
Robot Learning in the Era of Foundation Models: A Survey
Robot Learning in the Era of Foundation Models: A Survey
Xuan Xiao
Jiahang Liu
Zhipeng Wang
Yanmin Zhou
Yong Qi
Qian Cheng
Bin He
Shuo Jiang
AI4CE
LM&Ro
37
28
0
24 Nov 2023
GigaPose: Fast and Robust Novel Object Pose Estimation via One
  Correspondence
GigaPose: Fast and Robust Novel Object Pose Estimation via One Correspondence
Van Nguyen Nguyen
Thibault Groueix
Mathieu Salzmann
Vincent Lepetit
3DPC
3DH
43
50
0
23 Nov 2023
GS-Pose: Category-Level Object Pose Estimation via Geometric and
  Semantic Correspondence
GS-Pose: Category-Level Object Pose Estimation via Geometric and Semantic Correspondence
Pengyuan Wang
Takuya Ikeda
Robert Lee
Koichi Nishiwaki
38
3
0
23 Nov 2023
Medical Image Retrieval Using Pretrained Embeddings
Medical Image Retrieval Using Pretrained Embeddings
Farnaz Khun Jush
Tuan Truong
Steffen Vogler
Matthias Lenga
34
7
0
22 Nov 2023
Applications of Large Scale Foundation Models for Autonomous Driving
Applications of Large Scale Foundation Models for Autonomous Driving
Yu Huang
Yue Chen
Zhu Li
ELM
AI4CE
LRM
ALM
LM&Ro
63
15
0
20 Nov 2023
Continual Learning: Applications and the Road Forward
Continual Learning: Applications and the Road Forward
Eli Verwimp
Rahaf Aljundi
Shai Ben-David
Matthias Bethge
Andrea Cossu
...
Joost van de Weijer
Bing Liu
Vincenzo Lomonaco
Tinne Tuytelaars
Gido M. van de Ven
CLL
48
45
0
20 Nov 2023
Event Camera Data Dense Pre-training
Event Camera Data Dense Pre-training
Yan Yang
Liyuan Pan
Liu Liu
40
4
0
20 Nov 2023
Generalized Category Discovery in Semantic Segmentation
Generalized Category Discovery in Semantic Segmentation
Zhengyuan Peng
Qijian Tian
Jianqing Xu
Yizhang Jin
Xuequan Lu
Xin Tan
Yuan Xie
Lizhuang Ma
ISeg
24
2
0
20 Nov 2023
Towards Few-shot Out-of-Distribution Detection
Towards Few-shot Out-of-Distribution Detection
Jiuqing Dong
Yongbin Gao
Heng Zhou
Jun Cen
Yifan Yao
Sook Yoon
Park Dong Sun
OODD
35
2
0
20 Nov 2023
From Categories to Classifier: Name-Only Continual Learning by Exploring
  the Web
From Categories to Classifier: Name-Only Continual Learning by Exploring the Web
Ameya Prabhu
Hasan Hammoud
Ser-Nam Lim
Guohao Li
Philip Torr
Adel Bibi
CLL
130
9
0
19 Nov 2023
DatasetNeRF: Efficient 3D-aware Data Factory with Generative Radiance
  Fields
DatasetNeRF: Efficient 3D-aware Data Factory with Generative Radiance Fields
Yu Chi
Fangneng Zhan
Sibo Wu
Christian Theobalt
Adam Kortylewski
26
1
0
18 Nov 2023
On the Out of Distribution Robustness of Foundation Models in Medical
  Image Segmentation
On the Out of Distribution Robustness of Foundation Models in Medical Image Segmentation
D. M. Nguyen
Tan Ngoc Pham
Nghiem Tuong Diep
Nghi Quoc Phan
Quang Pham
...
Ngan Hoang Le
Nhat Ho
Pengtao Xie
Daniel Sonntag
Mathias Niepert
VLM
UQCV
OOD
24
6
0
18 Nov 2023
Challenges in data-based geospatial modeling for environmental research
  and practice
Challenges in data-based geospatial modeling for environmental research and practice
Diana Koldasbayeva
P. Tregubova
M. Gasanov
Alexey Zaytsev
Anna Petrovskaia
E. Burnaev
AI4CE
32
1
0
18 Nov 2023
SNI-SLAM: Semantic Neural Implicit SLAM
SNI-SLAM: Semantic Neural Implicit SLAM
Siting Zhu
Guangming Wang
Hermann Blum
Jiuming Liu
Liang Song
Marc Pollefeys
Hesheng Wang
36
45
0
18 Nov 2023
Multi-entity Video Transformers for Fine-Grained Video Representation
  Learning
Multi-entity Video Transformers for Fine-Grained Video Representation Learning
Matthew Walmer
Rose Kanjirathinkal
Kai Sheng Tai
Keyur Muzumdar
Taipeng Tian
Abhinav Shrivastava
ViT
37
0
0
17 Nov 2023
Distilling and Retrieving Generalizable Knowledge for Robot Manipulation
  via Language Corrections
Distilling and Retrieving Generalizable Knowledge for Robot Manipulation via Language Corrections
Lihan Zha
Yuchen Cui
Li-Heng Lin
Minae Kwon
Montse Gonzalez Arenas
Andy Zeng
Fei Xia
Dorsa Sadigh
35
36
0
17 Nov 2023
Text-to-Sticker: Style Tailoring Latent Diffusion Models for Human
  Expression
Text-to-Sticker: Style Tailoring Latent Diffusion Models for Human Expression
Animesh Sinha
Bo Sun
Anmol Kalia
Arantxa Casanova
Elliot Blanchard
...
Ankit Ramchandani
Maziar Sanjabi
Sonal Gupta
Amy Bearman
Dhruv Mahajan
DiffM
36
4
0
17 Nov 2023
The Chosen One: Consistent Characters in Text-to-Image Diffusion Models
The Chosen One: Consistent Characters in Text-to-Image Diffusion Models
Omri Avrahami
Amir Hertz
Yael Vinker
Moab Arar
Shlomi Fruchter
Ohad Fried
Daniel Cohen-Or
Dani Lischinski
DiffM
60
32
0
16 Nov 2023
From Pretext to Purpose: Batch-Adaptive Self-Supervised Learning
From Pretext to Purpose: Batch-Adaptive Self-Supervised Learning
Jiansong Zhang
Linlin Shen
Peizhong Liu
SSL
34
0
0
16 Nov 2023
WildlifeDatasets: An open-source toolkit for animal re-identification
WildlifeDatasets: An open-source toolkit for animal re-identification
Vojtěch Čermák
Lukás Picek
L. Adam
Kostas Papafitsoros
37
15
0
15 Nov 2023
Rotation-Agnostic Image Representation Learning for Digital Pathology
Rotation-Agnostic Image Representation Learning for Digital Pathology
Saghir Alfasly
A. Shafique
Peyman Nejat
Jibran A. Khan
Areej Alsaafin
Ghazal Alabtah
H. R. Tizhoosh
MedIm
39
6
0
14 Nov 2023
SPHINX: The Joint Mixing of Weights, Tasks, and Visual Embeddings for
  Multi-modal Large Language Models
SPHINX: The Joint Mixing of Weights, Tasks, and Visual Embeddings for Multi-modal Large Language Models
Ziyi Lin
Chris Liu
Renrui Zhang
Peng Gao
Longtian Qiu
...
Siyuan Huang
Yichi Zhang
Xuming He
Hongsheng Li
Yu Qiao
MLLM
VLM
33
212
0
13 Nov 2023
Finetuning Text-to-Image Diffusion Models for Fairness
Finetuning Text-to-Image Diffusion Models for Fairness
Xudong Shen
Chao Du
Tianyu Pang
Min Lin
Yongkang Wong
Mohan S. Kankanhalli
26
50
0
11 Nov 2023
Parameter-Efficient Orthogonal Finetuning via Butterfly Factorization
Parameter-Efficient Orthogonal Finetuning via Butterfly Factorization
Weiyang Liu
Zeju Qiu
Yao Feng
Yuliang Xiu
Yuxuan Xue
...
Songyou Peng
Yandong Wen
Michael J. Black
Adrian Weller
Bernhard Schölkopf
50
58
0
10 Nov 2023
PolyMaX: General Dense Prediction with Mask Transformer
PolyMaX: General Dense Prediction with Mask Transformer
Xuan S. Yang
Liangzhe Yuan
Kimberly Wilber
Astuti Sharma
Xiuye Gu
...
Stephanie Debats
Huisheng Wang
Hartwig Adam
Mikhail Sirotenko
Liang-Chieh Chen
36
14
0
09 Nov 2023
Learning the What and How of Annotation in Video Object Segmentation
Learning the What and How of Annotation in Video Object Segmentation
Thanos Delatolas
Vicky S. Kalogeiton
Dim P. Papadopoulos
VOS
23
11
0
08 Nov 2023
Selective Visual Representations Improve Convergence and Generalization
  for Embodied AI
Selective Visual Representations Improve Convergence and Generalization for Embodied AI
Ainaz Eftekhar
Kuo-Hao Zeng
Jiafei Duan
Ali Farhadi
Aniruddha Kembhavi
Ranjay Krishna
40
13
0
07 Nov 2023
Multi-View Causal Representation Learning with Partial Observability
Multi-View Causal Representation Learning with Partial Observability
Dingling Yao
Danru Xu
Sébastien Lachapelle
Sara Magliacane
Perouz Taslakian
Georg Martius
Julius von Kügelgen
Francesco Locatello
CML
47
32
0
07 Nov 2023
OmniVec: Learning robust representations with cross modal sharing
OmniVec: Learning robust representations with cross modal sharing
Siddharth Srivastava
Gaurav Sharma
SSL
39
64
0
07 Nov 2023
Analysis of NaN Divergence in Training Monocular Depth Estimation Model
Analysis of NaN Divergence in Training Monocular Depth Estimation Model
Bum Jun Kim
Hyeonah Jang
Sang Woo Kim
41
0
0
07 Nov 2023
The Pursuit of Human Labeling: A New Perspective on Unsupervised
  Learning
The Pursuit of Human Labeling: A New Perspective on Unsupervised Learning
Artyom Gadetsky
Maria Brbić
22
6
0
06 Nov 2023
CycleCL: Self-supervised Learning for Periodic Videos
CycleCL: Self-supervised Learning for Periodic Videos
Matteo Destro
Michael Gygli
SSL
35
2
0
05 Nov 2023
EmerNeRF: Emergent Spatial-Temporal Scene Decomposition via
  Self-Supervision
EmerNeRF: Emergent Spatial-Temporal Scene Decomposition via Self-Supervision
Jiawei Yang
Boris Ivanovic
Or Litany
Xinshuo Weng
Seung Wook Kim
...
Tong Che
Danfei Xu
Sanja Fidler
Marco Pavone
Yue Wang
38
113
0
03 Nov 2023
LOTUS: Continual Imitation Learning for Robot Manipulation Through
  Unsupervised Skill Discovery
LOTUS: Continual Imitation Learning for Robot Manipulation Through Unsupervised Skill Discovery
Weikang Wan
Yifeng Zhu
Rutav Shah
Yuke Zhu
SSL
LM&Ro
VLM
CLL
36
23
0
03 Nov 2023
Towards Calibrated Robust Fine-Tuning of Vision-Language Models
Towards Calibrated Robust Fine-Tuning of Vision-Language Models
Changdae Oh
Hyesu Lim
Mijoo Kim
Dongyoon Han
Junhyeok Park
Euiseog Jeong
Alexander G. Hauptmann
Zhi-Qi Cheng
Kyungwoo Song
VLM
37
15
0
03 Nov 2023
Learning to See Physical Properties with Active Sensing Motor Policies
Learning to See Physical Properties with Active Sensing Motor Policies
G. Margolis
Xiang Fu
Yandong Ji
Pulkit Agrawal
44
13
0
02 Nov 2023
Sim2Real Bilevel Adaptation for Object Surface Classification using
  Vision-Based Tactile Sensors
Sim2Real Bilevel Adaptation for Object Surface Classification using Vision-Based Tactile Sensors
G. Caddeo
Andrea Maracani
P. D. Alfano
Nicola A. Piga
Lorenzo Rosasco
Lorenzo Natale
DiffM
17
4
0
02 Nov 2023
Patch-Based Deep Unsupervised Image Segmentation using Graph Cuts
Patch-Based Deep Unsupervised Image Segmentation using Graph Cuts
Isaac Wasserman
Jeova Farias Sales Rocha Neto
GNN
36
0
0
01 Nov 2023
Are These the Same Apple? Comparing Images Based on Object Intrinsics
Are These the Same Apple? Comparing Images Based on Object Intrinsics
Klemen Kotar
Stephen Tian
Hong-Xing Yu
Daniel L. K. Yamins
Jiajun Wu
19
6
0
01 Nov 2023
OpenForest: A data catalogue for machine learning in forest monitoring
OpenForest: A data catalogue for machine learning in forest monitoring
Arthur Ouaknine
T. Kattenborn
Etienne Laliberté
David Rolnick
55
6
0
01 Nov 2023
DINO-Mix: Enhancing Visual Place Recognition with Foundational Vision
  Model and Feature Mixing
DINO-Mix: Enhancing Visual Place Recognition with Foundational Vision Model and Feature Mixing
Gaoshuang Huang
Yang Zhou
Xiaofei Hu
Chenglong Zhang
Luying Zhao
Wenjian Gan
Mingbo Hou
23
3
0
01 Nov 2023
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