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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 / 4,175 papers shown
Title
VOLTA: an Environment-Aware Contrastive Cell Representation Learning for
  Histopathology
VOLTA: an Environment-Aware Contrastive Cell Representation Learning for Histopathology
Ramin Nakhli
Allen W. Zhang
Katherine Rich
Amirali Darbandsari
Elahe Shenasa
...
K. Milne
J. McAlpine
B. Nelson
C. Gilks
A. Bashashati
47
7
0
08 Mar 2023
Centroid-centered Modeling for Efficient Vision Transformer Pre-training
Centroid-centered Modeling for Efficient Vision Transformer Pre-training
Xin Yan
Zuchao Li
Lefei Zhang
Bo Du
Dacheng Tao
VLM
73
0
0
08 Mar 2023
Grasping Student: semi-supervised learning for robotic manipulation
Grasping Student: semi-supervised learning for robotic manipulation
P. Krzywicki
Krzysztof Ciebiera
Rafal Michaluk
Inga Maziarz
Marek Cygan
SSL
53
0
0
08 Mar 2023
A Message Passing Perspective on Learning Dynamics of Contrastive
  Learning
A Message Passing Perspective on Learning Dynamics of Contrastive Learning
Yifei Wang
Qi Zhang
Tianqi Du
Jiansheng Yang
Zhouchen Lin
Yisen Wang
SSL
67
20
0
08 Mar 2023
Probing Graph Representations
Probing Graph Representations
Mohammad Sadegh Akhondzadeh
Vijay Lingam
Aleksandar Bojchevski
95
10
0
07 Mar 2023
SPARTAN: Self-supervised Spatiotemporal Transformers Approach to Group
  Activity Recognition
SPARTAN: Self-supervised Spatiotemporal Transformers Approach to Group Activity Recognition
N. V. R. Chappa
Pha Nguyen
Alec Nelson
Han-Seok Seo
Xin Li
P. Dobbs
Khoa Luu
ViT
98
14
0
06 Mar 2023
MABNet: Master Assistant Buddy Network with Hybrid Learning for Image
  Retrieval
MABNet: Master Assistant Buddy Network with Hybrid Learning for Image Retrieval
Rohit Agarwal
Gyanendra Das
Saksham Aggarwal
Alexander Horsch
Dilip K. Prasad
69
0
0
06 Mar 2023
Semantic-aware Occlusion Filtering Neural Radiance Fields in the Wild
Semantic-aware Occlusion Filtering Neural Radiance Fields in the Wild
Jae-Won Lee
In-Ho Kim
Hwan Heo
Hyunwoo J. Kim
93
8
0
05 Mar 2023
DPA-P2PNet: Deformable Proposal-aware P2PNet for Accurate Point-based
  Cell Detection
DPA-P2PNet: Deformable Proposal-aware P2PNet for Accurate Point-based Cell Detection
Zhongyi Shui
S. Zheng
Chenglu Zhu
Shichuan Zhang
Xiaoxuan Yu
Honglin Li
Jingxiong Li
Pingyi Chen
Ling Yang
3DPC
104
5
0
05 Mar 2023
Towards a Unified Theoretical Understanding of Non-contrastive Learning
  via Rank Differential Mechanism
Towards a Unified Theoretical Understanding of Non-contrastive Learning via Rank Differential Mechanism
Zhijian Zhuo
Yifei Wang
Jinwen Ma
Yisen Wang
113
25
0
04 Mar 2023
Unleashing Text-to-Image Diffusion Models for Visual Perception
Unleashing Text-to-Image Diffusion Models for Visual Perception
Wenliang Zhao
Yongming Rao
Zuyan Liu
Benlin Liu
Jie Zhou
Jiwen Lu
ObjDVLMMDE
249
233
0
03 Mar 2023
Prompt, Generate, then Cache: Cascade of Foundation Models makes Strong
  Few-shot Learners
Prompt, Generate, then Cache: Cascade of Foundation Models makes Strong Few-shot Learners
Renrui Zhang
Xiangfei Hu
Bohao Li
Siyuan Huang
Hanqiu Deng
Hongsheng Li
Yu Qiao
Peng Gao
VLMMLLM
108
181
0
03 Mar 2023
Revisiting Adversarial Training for ImageNet: Architectures, Training
  and Generalization across Threat Models
Revisiting Adversarial Training for ImageNet: Architectures, Training and Generalization across Threat Models
Naman D. Singh
Francesco Croce
Matthias Hein
OOD
121
67
0
03 Mar 2023
Learning Common Rationale to Improve Self-Supervised Representation for
  Fine-Grained Visual Recognition Problems
Learning Common Rationale to Improve Self-Supervised Representation for Fine-Grained Visual Recognition Problems
Yangyang Shu
Anton Van Den Hengel
Lingqiao Liu
SSL
68
15
0
03 Mar 2023
Hierarchical discriminative learning improves visual representations of
  biomedical microscopy
Hierarchical discriminative learning improves visual representations of biomedical microscopy
Cheng Jiang
X. Hou
A. Kondepudi
Asadur Chowdury
C. Freudiger
D. Orringer
Honglak Lee
Todd C. Hollon
81
13
0
02 Mar 2023
Self-attention in Vision Transformers Performs Perceptual Grouping, Not
  Attention
Self-attention in Vision Transformers Performs Perceptual Grouping, Not Attention
Paria Mehrani
John K. Tsotsos
90
25
0
02 Mar 2023
Semantic Attention Flow Fields for Monocular Dynamic Scene Decomposition
Semantic Attention Flow Fields for Monocular Dynamic Scene Decomposition
Yiqing Liang
Eliot Laidlaw
Alexander Meyerowitz
Srinath Sridhar
James Tompkin
VOS
71
14
0
02 Mar 2023
Token Contrast for Weakly-Supervised Semantic Segmentation
Token Contrast for Weakly-Supervised Semantic Segmentation
Lixiang Ru
Heliang Zheng
Yibing Zhan
Bo Du
ViT
106
91
0
02 Mar 2023
Visual Atoms: Pre-training Vision Transformers with Sinusoidal Waves
Visual Atoms: Pre-training Vision Transformers with Sinusoidal Waves
Sora Takashima
Ryo Hayamizu
Nakamasa Inoue
Hirokatsu Kataoka
Rio Yokota
102
20
0
02 Mar 2023
Nearest Neighbors Meet Deep Neural Networks for Point Cloud Analysis
Nearest Neighbors Meet Deep Neural Networks for Point Cloud Analysis
Renrui Zhang
Liuhui Wang
Ziyu Guo
Jianbo Shi
3DPC
112
10
0
01 Mar 2023
An Information-Theoretic Perspective on Variance-Invariance-Covariance
  Regularization
An Information-Theoretic Perspective on Variance-Invariance-Covariance Regularization
Ravid Shwartz-Ziv
Randall Balestriero
Kenji Kawaguchi
Tim G. J. Rudner
Yann LeCun
70
23
0
01 Mar 2023
Multimodal Industrial Anomaly Detection via Hybrid Fusion
Multimodal Industrial Anomaly Detection via Hybrid Fusion
Yue Wang
Jinlong Peng
Jiangning Zhang
Ran Yi
Yabiao Wang
Chengjie Wang
3DPC
151
97
0
01 Mar 2023
DMSA: Dynamic Multi-scale Unsupervised Semantic Segmentation Based on
  Adaptive Affinity
DMSA: Dynamic Multi-scale Unsupervised Semantic Segmentation Based on Adaptive Affinity
Kun Yang
Jun Lu
47
0
0
01 Mar 2023
Generic-to-Specific Distillation of Masked Autoencoders
Generic-to-Specific Distillation of Masked Autoencoders
Wei Huang
Zhiliang Peng
Li Dong
Furu Wei
Jianbin Jiao
QiXiang Ye
90
23
0
28 Feb 2023
Mask3D: Pre-training 2D Vision Transformers by Learning Masked 3D Priors
Mask3D: Pre-training 2D Vision Transformers by Learning Masked 3D Priors
Ji Hou
Xiaoliang Dai
Zijian He
Angela Dai
Matthias Nießner
ViT3DPC
85
17
0
28 Feb 2023
Efficient Masked Autoencoders with Self-Consistency
Efficient Masked Autoencoders with Self-Consistency
Zhaowen Li
Yousong Zhu
Zhiyang Chen
Wei Li
Chaoyang Zhao
Rui Zhao
Ming Tang
Jinqiao Wang
136
2
0
28 Feb 2023
DC-Former: Diverse and Compact Transformer for Person Re-Identification
DC-Former: Diverse and Compact Transformer for Person Re-Identification
Wenqi Li
Cheng Zou
Meng Wang
Furong Xu
Jianan Zhao
Ruobing Zheng
Yuan Cheng
Wei Chu
ViT
86
41
0
28 Feb 2023
Foundation Model Drives Weakly Incremental Learning for Semantic
  Segmentation
Foundation Model Drives Weakly Incremental Learning for Semantic Segmentation
Chaohui Yu
Qiang-feng Zhou
Jingliang Li
Jia-Chao Yuan
Zhibin Wang
Fan Wang
VLMCLL
69
14
0
28 Feb 2023
Enhanced Controllability of Diffusion Models via Feature Disentanglement and Realism-Enhanced Sampling Methods
Enhanced Controllability of Diffusion Models via Feature Disentanglement and Realism-Enhanced Sampling Methods
Wonwoong Cho
Hareesh Ravi
Midhun Harikumar
V. Khuc
Krishna Kumar Singh
Jingwan Lu
David I. Inouye
Ajinkya Kale
DiffM
161
7
0
28 Feb 2023
Layer Grafted Pre-training: Bridging Contrastive Learning And Masked
  Image Modeling For Label-Efficient Representations
Layer Grafted Pre-training: Bridging Contrastive Learning And Masked Image Modeling For Label-Efficient Representations
Ziyu Jiang
Yinpeng Chen
Mengchen Liu
Dongdong Chen
Xiyang Dai
Lu Yuan
Zicheng Liu
Zhangyang Wang
SSLVLMCLIP
102
18
0
27 Feb 2023
Internet Explorer: Targeted Representation Learning on the Open Web
Internet Explorer: Targeted Representation Learning on the Open Web
Alexander C. Li
Ellis L Brown
Alexei A. Efros
Deepak Pathak
VLM
76
26
0
27 Feb 2023
ELITE: Encoding Visual Concepts into Textual Embeddings for Customized
  Text-to-Image Generation
ELITE: Encoding Visual Concepts into Textual Embeddings for Customized Text-to-Image Generation
Yuxiang Wei
Yabo Zhang
Zhilong Ji
Jinfeng Bai
Lei Zhang
W. Zuo
DiffM
107
329
0
27 Feb 2023
Self Correspondence Distillation for End-to-End Weakly-Supervised
  Semantic Segmentation
Self Correspondence Distillation for End-to-End Weakly-Supervised Semantic Segmentation
Rongtao Xu
Changwei Wang
Jiaxi Sun
Shibiao Xu
Weiliang Meng
Xiaopeng Zhang
72
47
0
27 Feb 2023
Boosting Adversarial Transferability using Dynamic Cues
Boosting Adversarial Transferability using Dynamic Cues
Muzammal Naseer
Ahmad A Mahmood
Salman Khan
Fahad Shahbaz Khan
AAML
66
6
0
23 Feb 2023
Random Teachers are Good Teachers
Random Teachers are Good Teachers
Felix Sarnthein
Gregor Bachmann
Sotiris Anagnostidis
Thomas Hofmann
85
5
0
23 Feb 2023
Open Challenges for Monocular Single-shot 6D Object Pose Estimation
S. Thalhammer
Peter Honig
Jean-Baptiste Weibel
Markus Vincze
94
3
0
23 Feb 2023
ACE: Zero-Shot Image to Image Translation via Pretrained
  Auto-Contrastive-Encoder
ACE: Zero-Shot Image to Image Translation via Pretrained Auto-Contrastive-Encoder
Sihan Xu
Zelong Jiang
Ruisi Liu
Kai-Lin Yang
Zhijie Huang
VLM
72
1
0
22 Feb 2023
Steerable Equivariant Representation Learning
Steerable Equivariant Representation Learning
Sangnie Bhardwaj
Willie McClinton
Tongzhou Wang
Guillaume Lajoie
Chen Sun
Phillip Isola
Dilip Krishnan
OODLLMSV
69
5
0
22 Feb 2023
Novel Class Discovery: an Introduction and Key Concepts
Novel Class Discovery: an Introduction and Key Concepts
Colin Troisemaine
V. Lemaire
Stéphane Gosselin
Alexandre Reiffers-Masson
Joachim Flocon-Cholet
Sandrine Vaton
107
22
0
22 Feb 2023
A Visual Representation-guided Framework with Global Affinity for Weakly
  Supervised Salient Object Detection
A Visual Representation-guided Framework with Global Affinity for Weakly Supervised Salient Object Detection
Binwei Xu
Haoran Liang
WeiHua Gong
Ronghua Liang
Peng Chen
84
14
0
21 Feb 2023
RealFusion: 360° Reconstruction of Any Object from a Single Image
RealFusion: 360° Reconstruction of Any Object from a Single Image
Luke Melas-Kyriazi
Christian Rupprecht
Iro Laina
Andrea Vedaldi
172
301
0
21 Feb 2023
Diffusion Models and Semi-Supervised Learners Benefit Mutually with Few
  Labels
Diffusion Models and Semi-Supervised Learners Benefit Mutually with Few Labels
Zebin You
Yong Zhong
Fan Bao
Jiacheng Sun
Chongxuan Li
Jun Zhu
DiffMVLM
283
42
0
21 Feb 2023
Unsupervised Learning on a DIET: Datum IndEx as Target Free of
  Self-Supervision, Reconstruction, Projector Head
Unsupervised Learning on a DIET: Datum IndEx as Target Free of Self-Supervision, Reconstruction, Projector Head
Randall Balestriero
95
3
0
20 Feb 2023
Evaluating Representations with Readout Model Switching
Evaluating Representations with Readout Model Switching
Yazhe Li
J. Bornschein
Marcus Hutter
65
0
0
19 Feb 2023
Mutual Exclusive Modulator for Long-Tailed Recognition
Mutual Exclusive Modulator for Long-Tailed Recognition
Haixu Long
Xiaolin Zhang
Yanbin Liu
Zongtai Luo
Jianbo Liu
63
2
0
19 Feb 2023
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot
  Learning
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning
Yu Fu
Yu Xie
Yanwei Fu
Yugang Jiang
78
38
0
18 Feb 2023
Self-Supervised Representation Learning from Temporal Ordering of
  Automated Driving Sequences
Self-Supervised Representation Learning from Temporal Ordering of Automated Driving Sequences
Christopher Lang
Alexander Braun
Lars Schillingmann
Karsten Haug
Abhinav Valada
SSL
90
11
0
17 Feb 2023
Adversarial Contrastive Distillation with Adaptive Denoising
Adversarial Contrastive Distillation with Adaptive Denoising
Yuzheng Wang
Zhaoyu Chen
Dingkang Yang
Yang Liu
Siao Liu
Wenqiang Zhang
Lizhe Qi
97
22
0
17 Feb 2023
Object-centric Learning with Cyclic Walks between Parts and Whole
Object-centric Learning with Cyclic Walks between Parts and Whole
Ziyu Wang
Mike Zheng Shou
Mengmi Zhang
OCL
85
11
0
16 Feb 2023
ConceptFusion: Open-set Multimodal 3D Mapping
ConceptFusion: Open-set Multimodal 3D Mapping
Krishna Murthy Jatavallabhula
Ali Kuwajerwala
Qiao Gu
Mohd. Omama
Tao Chen
...
Celso Miguel de Melo
Madhava Krishna
Liam Paull
Florian Shkurti
Antonio Torralba
114
246
0
14 Feb 2023
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