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Emerging Properties in Self-Supervised Vision Transformers
v1v2 (latest)

Emerging Properties in Self-Supervised Vision Transformers

29 April 2021
Mathilde Caron
Hugo Touvron
Ishan Misra
Hervé Jégou
Julien Mairal
Piotr Bojanowski
Armand Joulin
ArXiv (abs)PDFHTML

Papers citing "Emerging Properties in Self-Supervised Vision Transformers"

50 / 4,176 papers shown
Title
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised
  Semantic Segmentation
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation
Chanyoung Kim
Woojung Han
Dayun Ju
Seong Jae Hwang
84
14
0
03 Mar 2024
A Simple-but-effective Baseline for Training-free Class-Agnostic Counting
A Simple-but-effective Baseline for Training-free Class-Agnostic Counting
Yuhao Lin
Hai-Ming Xu
Lingqiao Liu
Javen Qinfeng Shi
112
1
0
03 Mar 2024
Feature Alignment: Rethinking Efficient Active Learning via Proxy in the
  Context of Pre-trained Models
Feature Alignment: Rethinking Efficient Active Learning via Proxy in the Context of Pre-trained Models
Ziting Wen
Oscar Pizarro
Stefan B. Williams
69
0
0
02 Mar 2024
Seeing Unseen: Discover Novel Biomedical Concepts via
  Geometry-Constrained Probabilistic Modeling
Seeing Unseen: Discover Novel Biomedical Concepts via Geometry-Constrained Probabilistic Modeling
Jianan Fan
Dongnan Liu
Hang Chang
Heng-Chiao Huang
Mei Chen
Weidong Cai
106
6
0
02 Mar 2024
Can Transformers Capture Spatial Relations between Objects?
Can Transformers Capture Spatial Relations between Objects?
Chuan Wen
Dinesh Jayaraman
Yang Gao
ViT
65
5
0
01 Mar 2024
Rethinking The Uniformity Metric in Self-Supervised Learning
Rethinking The Uniformity Metric in Self-Supervised Learning
Xianghong Fang
Jian Li
Qiang Sun
Benyou Wang
SSL
46
0
0
01 Mar 2024
Rethinking cluster-conditioned diffusion models
Rethinking cluster-conditioned diffusion models
Nikolas Adaloglou
Tim Kaiser
Félix D. P. Michels
M. Kollmann
VLM
84
3
0
01 Mar 2024
Learning and Leveraging World Models in Visual Representation Learning
Learning and Leveraging World Models in Visual Representation Learning
Q. Garrido
Mahmoud Assran
Nicolas Ballas
Adrien Bardes
Laurent Najman
Yann LeCun
SSL
109
30
0
01 Mar 2024
RealCustom: Narrowing Real Text Word for Real-Time Open-Domain
  Text-to-Image Customization
RealCustom: Narrowing Real Text Word for Real-Time Open-Domain Text-to-Image Customization
Mengqi Huang
Zhendong Mao
Mingcong Liu
Qian He
Yongdong Zhang
DiffM
94
25
0
01 Mar 2024
Deformable One-shot Face Stylization via DINO Semantic Guidance
Deformable One-shot Face Stylization via DINO Semantic Guidance
Yang Zhou
Zichong Chen
Hui Huang
CVBM
118
6
0
01 Mar 2024
Revisiting Disentanglement in Downstream Tasks: A Study on Its Necessity
  for Abstract Visual Reasoning
Revisiting Disentanglement in Downstream Tasks: A Study on Its Necessity for Abstract Visual Reasoning
Ruiqian Nai
Zixin Wen
Ji Li
Yuanzhi Li
Yang Gao
98
2
0
01 Mar 2024
MaskLRF: Self-supervised Pretraining via Masked Autoencoding of Local
  Reference Frames for Rotation-invariant 3D Point Set Analysis
MaskLRF: Self-supervised Pretraining via Masked Autoencoding of Local Reference Frames for Rotation-invariant 3D Point Set Analysis
Takahiko Furuya
3DPC
101
2
0
01 Mar 2024
The 6th Affective Behavior Analysis in-the-wild (ABAW) Competition
The 6th Affective Behavior Analysis in-the-wild (ABAW) Competition
D. Kollias
Panagiotis Tzirakis
Alan S. Cowen
Stefanos Zafeiriou
I. Kotsia
Alice Baird
Chris Gagne
Chunchang Shao
Guanyu Hu
145
73
0
29 Feb 2024
A SAM-guided Two-stream Lightweight Model for Anomaly Detection
A SAM-guided Two-stream Lightweight Model for Anomaly Detection
Chenghao Li
Lei Qi
Xin Geng
115
9
0
29 Feb 2024
VideoMAC: Video Masked Autoencoders Meet ConvNets
VideoMAC: Video Masked Autoencoders Meet ConvNets
Gensheng Pei
Tao Chen
XiRuo Jiang
Huafeng Liu
Zeren Sun
Yazhou Yao
VGen
113
10
0
29 Feb 2024
Pre-training Differentially Private Models with Limited Public Data
Pre-training Differentially Private Models with Limited Public Data
Zhiqi Bu
Xinwei Zhang
Mingyi Hong
Sheng Zha
George Karypis
121
4
0
28 Feb 2024
TAMM: TriAdapter Multi-Modal Learning for 3D Shape Understanding
TAMM: TriAdapter Multi-Modal Learning for 3D Shape Understanding
Zhihao Zhang
Shengcao Cao
Yu Wang
82
17
0
28 Feb 2024
Separate and Conquer: Decoupling Co-occurrence via Decomposition and
  Representation for Weakly Supervised Semantic Segmentation
Separate and Conquer: Decoupling Co-occurrence via Decomposition and Representation for Weakly Supervised Semantic Segmentation
Zhiwei Yang
Kexue Fu
Minghong Duan
Linhao Qu
Shuo Wang
Zhijian Song
89
15
0
28 Feb 2024
Objective and Interpretable Breast Cosmesis Evaluation with Attention
  Guided Denoising Diffusion Anomaly Detection Model
Objective and Interpretable Breast Cosmesis Evaluation with Attention Guided Denoising Diffusion Anomaly Detection Model
Sang-Il Park
Yong Bae Kim
J. Chang
Seo Hee Choi
Hyungjin Chung
Ik-jae Lee
H. Byun
DiffMMedIm
58
0
0
28 Feb 2024
Self-Supervised Learning with Generative Adversarial Networks for
  Electron Microscopy
Self-Supervised Learning with Generative Adversarial Networks for Electron Microscopy
Bashir Kazimi
Karina Ruzaeva
Stefan Sandfeld
85
6
0
28 Feb 2024
Classes Are Not Equal: An Empirical Study on Image Recognition Fairness
Classes Are Not Equal: An Empirical Study on Image Recognition Fairness
Jiequan Cui
Beier Zhu
Xin Wen
Xiaojuan Qi
Bei Yu
Haiqi Zhang
77
8
0
28 Feb 2024
Downstream Task Guided Masking Learning in Masked Autoencoders Using Multi-Level Optimization
Downstream Task Guided Masking Learning in Masked Autoencoders Using Multi-Level Optimization
Han Guo
Ramtin Hosseini
Ruiyi Zhang
Sai Ashish Somayajula
Ranak Roy Chowdhury
Rajesh K. Gupta
Pengtao Xie
102
0
0
28 Feb 2024
Weakly Supervised Co-training with Swapping Assignments for Semantic
  Segmentation
Weakly Supervised Co-training with Swapping Assignments for Semantic Segmentation
Xinyu Yang
Hossein Rahmani
Sue Black
Bryan M. Williams
112
2
0
27 Feb 2024
MedContext: Learning Contextual Cues for Efficient Volumetric Medical
  Segmentation
MedContext: Learning Contextual Cues for Efficient Volumetric Medical Segmentation
Hanan Gani
Muzammal Naseer
Fahad Khan
Salman Khan
77
0
0
27 Feb 2024
CustomSketching: Sketch Concept Extraction for Sketch-based Image
  Synthesis and Editing
CustomSketching: Sketch Concept Extraction for Sketch-based Image Synthesis and Editing
Chufeng Xiao
Hongbo Fu
DiffM
83
3
0
27 Feb 2024
Masked Gamma-SSL: Learning Uncertainty Estimation via Masked Image
  Modeling
Masked Gamma-SSL: Learning Uncertainty Estimation via Masked Image Modeling
David S. W. Williams
Matthew Gadd
Paul Newman
Daniele De Martini
UQCV
39
1
0
27 Feb 2024
PANDAS: Prototype-based Novel Class Discovery and Detection
PANDAS: Prototype-based Novel Class Discovery and Detection
Tyler L. Hayes
César R. de Souza
Namil Kim
Jiwon Kim
Riccardo Volpi
Diane Larlus
ObjD
100
2
0
27 Feb 2024
DiffuseKronA: A Parameter Efficient Fine-tuning Method for Personalized
  Diffusion Models
DiffuseKronA: A Parameter Efficient Fine-tuning Method for Personalized Diffusion Models
Shyam Marjit
Harshit Singh
Nityanand Mathur
Sayak Paul
Chia-Mu Yu
Pin-Yu Chen
DiffM
86
7
0
27 Feb 2024
LSPT: Long-term Spatial Prompt Tuning for Visual Representation Learning
LSPT: Long-term Spatial Prompt Tuning for Visual Representation Learning
Shentong Mo
Yansen Wang
Xufang Luo
Dongsheng Li
VLM
104
2
0
27 Feb 2024
ConSept: Continual Semantic Segmentation via Adapter-based Vision
  Transformer
ConSept: Continual Semantic Segmentation via Adapter-based Vision Transformer
Bowen Dong
Guanglei Yang
W. Zuo
Lei Zhang
93
1
0
26 Feb 2024
One-stage Prompt-based Continual Learning
One-stage Prompt-based Continual Learning
Youngeun Kim
Yuhang Li
Priyadarshini Panda
VLMCLL
82
7
0
25 Feb 2024
Key Design Choices in Source-Free Unsupervised Domain Adaptation: An
  In-depth Empirical Analysis
Key Design Choices in Source-Free Unsupervised Domain Adaptation: An In-depth Empirical Analysis
Andrea Maracani
Raffaello Camoriano
Elisa Maiettini
Davide Talon
Lorenzo Rosasco
Lorenzo Natale
74
1
0
25 Feb 2024
Detecting Machine-Generated Texts by Multi-Population Aware Optimization
  for Maximum Mean Discrepancy
Detecting Machine-Generated Texts by Multi-Population Aware Optimization for Maximum Mean Discrepancy
Shuhai Zhang
Yiliao Song
Jiahao Yang
Yuanqing Li
Bo Han
Mingkui Tan
DeLMO
113
8
0
25 Feb 2024
Instance-aware Exploration-Verification-Exploitation for Instance
  ImageGoal Navigation
Instance-aware Exploration-Verification-Exploitation for Instance ImageGoal Navigation
X. Lei
Min Wang
Wen-gang Zhou
Li Li
Houqiang Li
116
6
0
25 Feb 2024
IRConStyle: Image Restoration Framework Using Contrastive Learning and
  Style Transfer
IRConStyle: Image Restoration Framework Using Contrastive Learning and Style Transfer
Dongqi Fan
Xin Zhao
Liang Chang
76
1
0
24 Feb 2024
General Purpose Image Encoder DINOv2 for Medical Image Registration
General Purpose Image Encoder DINOv2 for Medical Image Registration
Xin Song
Xuanang Xu
Pingkun Yan
MedIm
66
7
0
24 Feb 2024
DeepSet SimCLR: Self-supervised deep sets for improved pathology
  representation learning
DeepSet SimCLR: Self-supervised deep sets for improved pathology representation learning
David Torpey
Richard Klein
SSL
68
2
0
23 Feb 2024
Cohere3D: Exploiting Temporal Coherence for Unsupervised Representation
  Learning of Vision-based Autonomous Driving
Cohere3D: Exploiting Temporal Coherence for Unsupervised Representation Learning of Vision-based Autonomous Driving
Yichen Xie
Hongge Chen
Gregory P. Meyer
Yong Jae Lee
Eric M. Wolff
Masayoshi Tomizuka
Wei Zhan
Yuning Chai
Xin Huang
3DPC
81
1
0
23 Feb 2024
Co-Supervised Learning: Improving Weak-to-Strong Generalization with
  Hierarchical Mixture of Experts
Co-Supervised Learning: Improving Weak-to-Strong Generalization with Hierarchical Mixture of Experts
Yuejiang Liu
Alexandre Alahi
96
25
0
23 Feb 2024
Generative Models are Self-Watermarked: Declaring Model Authentication
  through Re-Generation
Generative Models are Self-Watermarked: Declaring Model Authentication through Re-Generation
Aditya Desu
Xuanli He
Xingliang Yuan
Wei Lu
WIGM
68
1
0
23 Feb 2024
Attention-aware Semantic Communications for Collaborative Inference
Attention-aware Semantic Communications for Collaborative Inference
Jiwoong Im
Nayoung Kwon
Taewoo Park
Jiheon Woo
Jaeho Lee
Yongjune Kim
93
2
0
23 Feb 2024
Attention-Guided Masked Autoencoders For Learning Image Representations
Attention-Guided Masked Autoencoders For Learning Image Representations
Leon Sick
Dominik Engel
Pedro Hermosilla
Timo Ropinski
69
1
0
23 Feb 2024
Label-efficient multi-organ segmentation with a diffusion model
Label-efficient multi-organ segmentation with a diffusion model
Yongzhi Huang
Jinxin Zhu
Haseeb Hassan
Liyilei Su
Jingyu Li
Binding Huang
Yun Peng
Jingyu Li
Jun Ma
Bingding Huang
DiffMMedIm
93
0
0
23 Feb 2024
The Common Stability Mechanism behind most Self-Supervised Learning
  Approaches
The Common Stability Mechanism behind most Self-Supervised Learning Approaches
Abhishek Jha
Matthew B. Blaschko
Yuki M. Asano
Tinne Tuytelaars
SSL
50
3
0
22 Feb 2024
CyberDemo: Augmenting Simulated Human Demonstration for Real-World
  Dexterous Manipulation
CyberDemo: Augmenting Simulated Human Demonstration for Real-World Dexterous Manipulation
Jun Wang
Yuzhe Qin
Kaiming Kuang
Yigit Korkmaz
Akhilan Gurumoorthy
Hao Su
Xiaolong Wang
95
20
0
22 Feb 2024
Self-Guided Masked Autoencoders for Domain-Agnostic Self-Supervised
  Learning
Self-Guided Masked Autoencoders for Domain-Agnostic Self-Supervised Learning
Johnathan Xie
Yoonho Lee
Annie S. Chen
Chelsea Finn
84
3
0
22 Feb 2024
Zero-Shot Pediatric Tuberculosis Detection in Chest X-Rays using
  Self-Supervised Learning
Zero-Shot Pediatric Tuberculosis Detection in Chest X-Rays using Self-Supervised Learning
Daniel Capellán-Martín
Abhijeet Parida
Juan J. Gómez-Valverde
Ramon Sanchez-Jacob
Pooneh Roshanitabrizi
M. Linguraru
María J. Ledesma-Carbayo
S. M. Anwar
69
2
0
22 Feb 2024
Multi-HMR: Multi-Person Whole-Body Human Mesh Recovery in a Single Shot
Multi-HMR: Multi-Person Whole-Body Human Mesh Recovery in a Single Shot
Fabien Baradel
M. Armando
Salma Galaaoui
Romain Brégier
Philippe Weinzaepfel
Grégory Rogez
Thomas Lucas
3DH
108
21
0
22 Feb 2024
Self-supervised Visualisation of Medical Image Datasets
Self-supervised Visualisation of Medical Image Datasets
I. V. Nwabufo
Jan Niklas Böhm
Philipp Berens
D. Kobak
87
0
0
22 Feb 2024
Towards Seamless Adaptation of Pre-trained Models for Visual Place
  Recognition
Towards Seamless Adaptation of Pre-trained Models for Visual Place Recognition
Feng Lu
Lijun Zhang
Xiangyuan Lan
Shuting Dong
Yaowei Wang
Chun Yuan
116
34
0
22 Feb 2024
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