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Emerging Properties in Self-Supervised Vision Transformers

Emerging Properties in Self-Supervised Vision Transformers

29 April 2021
Mathilde Caron
Hugo Touvron
Ishan Misra
Hervé Jégou
Julien Mairal
Piotr Bojanowski
Armand Joulin
ArXivPDFHTML

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

50 / 1,385 papers shown
Title
DreamCom: Finetuning Text-guided Inpainting Model for Image Composition
DreamCom: Finetuning Text-guided Inpainting Model for Image Composition
Lingxiao Lu
Jiangtong Li
Bo Zhang
Li Niu
DiffM
28
11
0
27 Sep 2023
The Triad of Failure Modes and a Possible Way Out
The Triad of Failure Modes and a Possible Way Out
Emanuele Sansone
32
2
0
27 Sep 2023
Doduo: Learning Dense Visual Correspondence from Unsupervised
  Semantic-Aware Flow
Doduo: Learning Dense Visual Correspondence from Unsupervised Semantic-Aware Flow
Zhenyu Jiang
Hanwen Jiang
Yuke Zhu
VOS
36
4
0
26 Sep 2023
Detect Everything with Few Examples
Detect Everything with Few Examples
Xinyu Zhang
Yuting Wang
Abdeslam Boularias
ObjD
VLM
32
13
0
22 Sep 2023
Text-Guided Vector Graphics Customization
Text-Guided Vector Graphics Customization
Peiying Zhang
Nanxuan Zhao
Jing Liao
DiffM
30
9
0
21 Sep 2023
SEMPART: Self-supervised Multi-resolution Partitioning of Image
  Semantics
SEMPART: Self-supervised Multi-resolution Partitioning of Image Semantics
Sriram Ravindran
Debraj Basu
34
2
0
20 Sep 2023
Few-Shot Panoptic Segmentation With Foundation Models
Few-Shot Panoptic Segmentation With Foundation Models
Markus Kappeler
Kürsat Petek
Niclas Vodisch
Wolfram Burgard
Abhinav Valada
31
17
0
19 Sep 2023
MVP: Meta Visual Prompt Tuning for Few-Shot Remote Sensing Image Scene
  Classification
MVP: Meta Visual Prompt Tuning for Few-Shot Remote Sensing Image Scene Classification
Junjie Zhu
Yiying Li
Chunping Qiu
Ke Yang
Naiyang Guan
Xiaodong Yi
32
6
0
17 Sep 2023
AnyOKP: One-Shot and Instance-Aware Object Keypoint Extraction with
  Pretrained ViT
AnyOKP: One-Shot and Instance-Aware Object Keypoint Extraction with Pretrained ViT
Fangbo Qin
Taogang Hou
Shan Lin
Kaiyuan Wang
Michael C. Yip
Shan Yu
37
0
0
15 Sep 2023
Towards Reliable Dermatology Evaluation Benchmarks
Towards Reliable Dermatology Evaluation Benchmarks
Fabian Gröger
Simone Lionetti
Philippe Gottfrois
Alvaro Gonzalez-Jimenez
Matthew Groh
Roxana Daneshjou
Labelling Consortium
Alexander A. Navarini
Marc Pouly
35
5
0
13 Sep 2023
Dynamic Visual Prompt Tuning for Parameter Efficient Transfer Learning
Dynamic Visual Prompt Tuning for Parameter Efficient Transfer Learning
Chunqing Ruan
Hongjian Wang
VLM
VPVLM
32
1
0
12 Sep 2023
Representation Synthesis by Probabilistic Many-Valued Logic Operation in
  Self-Supervised Learning
Representation Synthesis by Probabilistic Many-Valued Logic Operation in Self-Supervised Learning
Hiroki Nakamura
Masashi Okada
T. Taniguchi
SSL
NAI
31
0
0
08 Sep 2023
PDiscoNet: Semantically consistent part discovery for fine-grained
  recognition
PDiscoNet: Semantically consistent part discovery for fine-grained recognition
Robert van der Klis
Stephan Alaniz
Massimiliano Mancini
C. Dantas
Dino Ienco
Zeynep Akata
Diego Marcos
22
11
0
06 Sep 2023
Prototype-based Dataset Comparison
Prototype-based Dataset Comparison
Nanne van Noord
31
6
0
05 Sep 2023
Exchanging-based Multimodal Fusion with Transformer
Exchanging-based Multimodal Fusion with Transformer
Renyu Zhu
Chengcheng Han
Yong Qian
Qiushi Sun
Xiang Li
Ming Gao
Xuezhi Cao
Yunsen Xian
40
2
0
05 Sep 2023
SAM-Med2D
SAM-Med2D
Junlong Cheng
Jin Ye
Zhongying Deng
Jianpin Chen
Tian-Xin Li
...
Hui Sun
Junjun He
Shaoting Zhang
Min Zhu
Yu Qiao
MedIm
VLM
47
123
0
30 Aug 2023
Efficient Discovery and Effective Evaluation of Visual Perceptual
  Similarity: A Benchmark and Beyond
Efficient Discovery and Effective Evaluation of Visual Perceptual Similarity: A Benchmark and Beyond
Oren Barkan
Tal Reiss
Jonathan Weill
Ori Katz
Roy Hirsch
Itzik Malkiel
Noam Koenigstein
42
6
0
28 Aug 2023
Category Adaptation Meets Projected Distillation in Generalized
  Continual Category Discovery
Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery
Grzegorz Rype'sć
Daniel Marczak
Sebastian Cygert
Tomasz Trzciñski
Bartlomiej Twardowski
VLM
CLL
35
2
0
23 Aug 2023
Masked Momentum Contrastive Learning for Zero-shot Semantic
  Understanding
Masked Momentum Contrastive Learning for Zero-shot Semantic Understanding
Jiantao Wu
Shentong Mo
Muhammad Awais
Sara Atito
Zhenhua Feng
J. Kittler
VLM
36
4
0
22 Aug 2023
A Review on Objective-Driven Artificial Intelligence
A Review on Objective-Driven Artificial Intelligence
Apoorv Singh
19
2
0
20 Aug 2023
Prototypical Cross-domain Knowledge Transfer for Cervical Dysplasia
  Visual Inspection
Prototypical Cross-domain Knowledge Transfer for Cervical Dysplasia Visual Inspection
Yichen Zhang
Yifang Yin
Ying Zhang
Zhenguang Liu
Zheng Wang
Roger Zimmermann
34
2
0
19 Aug 2023
Dynamic Attention-Guided Diffusion for Image Super-Resolution
Dynamic Attention-Guided Diffusion for Image Super-Resolution
Brian B. Moser
Stanislav Frolov
Federico Raue
Sebastián M. Palacio
Andreas Dengel
DiffM
36
3
0
15 Aug 2023
ObjectSDF++: Improved Object-Compositional Neural Implicit Surfaces
ObjectSDF++: Improved Object-Compositional Neural Implicit Surfaces
Qianyi Wu
Kai Wang
Kejie Li
Jianmin Zheng
Jianfei Cai
AI4CE
35
27
0
15 Aug 2023
pNNCLR: Stochastic Pseudo Neighborhoods for Contrastive Learning based
  Unsupervised Representation Learning Problems
pNNCLR: Stochastic Pseudo Neighborhoods for Contrastive Learning based Unsupervised Representation Learning Problems
Momojit Biswas
Himanshu Buckchash
Dilip K. Prasad
SSL
26
7
0
14 Aug 2023
A Brief Yet In-Depth Survey of Deep Learning-Based Image Watermarking
A Brief Yet In-Depth Survey of Deep Learning-Based Image Watermarking
Xin Zhong
A. Das
Fahad Alrasheedi
A. Tanvir
30
2
0
08 Aug 2023
Novel Class Discovery for Long-tailed Recognition
Novel Class Discovery for Long-tailed Recognition
Zhang Chuyu
Rui Xu
Xuming He
35
16
0
06 Aug 2023
DeDrift: Robust Similarity Search under Content Drift
DeDrift: Robust Similarity Search under Content Drift
Dmitry Baranchuk
Matthijs Douze
Yash Upadhyay
I. Z. Yalniz
24
8
0
05 Aug 2023
A Parameter-efficient Multi-subject Model for Predicting fMRI Activity
A Parameter-efficient Multi-subject Model for Predicting fMRI Activity
Connor Lane
Gregory Kiar
22
2
0
04 Aug 2023
Stochastic positional embeddings improve masked image modeling
Stochastic positional embeddings improve masked image modeling
Amir Bar
Florian Bordes
Assaf Shocher
Mahmoud Assran
Pascal Vincent
Nicolas Ballas
Trevor Darrell
Amir Globerson
Yann LeCun
36
3
0
31 Jul 2023
Sampling to Distill: Knowledge Transfer from Open-World Data
Sampling to Distill: Knowledge Transfer from Open-World Data
Yuzheng Wang
Zhaoyu Chen
Jie M. Zhang
Dingkang Yang
Zuhao Ge
Yang Liu
Siao Liu
Yunquan Sun
Wenqiang Zhang
Lizhe Qi
34
9
0
31 Jul 2023
HandMIM: Pose-Aware Self-Supervised Learning for 3D Hand Mesh Estimation
HandMIM: Pose-Aware Self-Supervised Learning for 3D Hand Mesh Estimation
Zuyan Liu
Gaojie Lin
Congyi Wang
Min Zheng
Feida Zhu
3DH
19
0
0
29 Jul 2023
Multiple Instance Learning Framework with Masked Hard Instance Mining
  for Whole Slide Image Classification
Multiple Instance Learning Framework with Masked Hard Instance Mining for Whole Slide Image Classification
Wenhao Tang
Sheng Huang
Xiaoxian Zhang
Fengtao Zhou
Yi Zhang
Bo Liu
34
40
0
28 Jul 2023
The RoboDepth Challenge: Methods and Advancements Towards Robust Depth
  Estimation
The RoboDepth Challenge: Methods and Advancements Towards Robust Depth Estimation
Lingdong Kong
Yaru Niu
Shaoyuan Xie
Hanjiang Hu
Lai Xing Ng
...
Zhenyu Li
Runze Chen
Haiyong Luo
Fang Zhao
Jing Yu
34
13
0
27 Jul 2023
Distilled Feature Fields Enable Few-Shot Language-Guided Manipulation
Distilled Feature Fields Enable Few-Shot Language-Guided Manipulation
Bokui (William) Shen
Ge Yang
Alan Yu
J. Wong
L. Kaelbling
Phillip Isola
VLM
34
104
0
27 Jul 2023
Large-scale Fully-Unsupervised Re-Identification
Large-scale Fully-Unsupervised Re-Identification
Gabriel Bertocco
Fernanda A. Andaló
Terrance E. Boult
Anderson de Rezende Rocha
36
1
0
26 Jul 2023
Foundational Models Defining a New Era in Vision: A Survey and Outlook
Foundational Models Defining a New Era in Vision: A Survey and Outlook
Muhammad Awais
Muzammal Naseer
Salman Khan
Rao Muhammad Anwer
Hisham Cholakkal
M. Shah
Ming Yang
Fahad Shahbaz Khan
VLM
38
119
0
25 Jul 2023
Optical Flow boosts Unsupervised Localization and Segmentation
Optical Flow boosts Unsupervised Localization and Segmentation
Xinyu Zhang
Abdeslam Boularias
36
5
0
25 Jul 2023
MC-JEPA: A Joint-Embedding Predictive Architecture for Self-Supervised
  Learning of Motion and Content Features
MC-JEPA: A Joint-Embedding Predictive Architecture for Self-Supervised Learning of Motion and Content Features
Adrien Bardes
Jean Ponce
Yann LeCun
MDE
39
25
0
24 Jul 2023
UniFormaly: Towards Task-Agnostic Unified Framework for Visual Anomaly
  Detection
UniFormaly: Towards Task-Agnostic Unified Framework for Visual Anomaly Detection
Yujin Lee
Harin Lim
Seoyoon Jang
H. Yoon
34
4
0
24 Jul 2023
Hallucination Improves the Performance of Unsupervised Visual
  Representation Learning
Hallucination Improves the Performance of Unsupervised Visual Representation Learning
Jing Wu
Jennifer Hobbs
N. Hovakimyan
SSL
34
20
0
22 Jul 2023
Towards General Game Representations: Decomposing Games Pixels into
  Content and Style
Towards General Game Representations: Decomposing Games Pixels into Content and Style
C. Trivedi
Konstantinos Makantasis
Antonios Liapis
Georgios N. Yannakakis
OCL
43
3
0
20 Jul 2023
Language-based Action Concept Spaces Improve Video Self-Supervised
  Learning
Language-based Action Concept Spaces Improve Video Self-Supervised Learning
Kanchana Ranasinghe
Michael S. Ryoo
SSL
VLM
45
12
0
20 Jul 2023
Identifying Interpretable Subspaces in Image Representations
Identifying Interpretable Subspaces in Image Representations
Neha Kalibhat
S. Bhardwaj
Bayan Bruss
Hamed Firooz
Maziar Sanjabi
S. Feizi
FAtt
42
26
0
20 Jul 2023
Image Captions are Natural Prompts for Text-to-Image Models
Image Captions are Natural Prompts for Text-to-Image Models
Shiye Lei
Hao Chen
Senyang Zhang
Bo Zhao
Dacheng Tao
VLM
32
19
0
17 Jul 2023
Does Visual Pretraining Help End-to-End Reasoning?
Does Visual Pretraining Help End-to-End Reasoning?
Chen Sun
Calvin Luo
Xingyi Zhou
Anurag Arnab
Cordelia Schmid
OCL
LRM
ViT
38
3
0
17 Jul 2023
An Empirical Study of Pre-trained Model Selection for Out-of-Distribution Generalization and Calibration
An Empirical Study of Pre-trained Model Selection for Out-of-Distribution Generalization and Calibration
Hiroki Naganuma
Ryuichiro Hataya
Kotaro Yoshida
Ioannis Mitliagkas
OODD
95
1
0
17 Jul 2023
Multiscale Memory Comparator Transformer for Few-Shot Video Segmentation
Multiscale Memory Comparator Transformer for Few-Shot Video Segmentation
Mennatullah Siam
R. Karim
Henghui Zhao
Richard P. Wildes
VOS
38
2
0
15 Jul 2023
The Whole Pathological Slide Classification via Weakly Supervised
  Learning
The Whole Pathological Slide Classification via Weakly Supervised Learning
Qiehe Sun
Jiawen Li
Jin Xu
Junru Cheng
Tian Guan
Yonghong He
37
0
0
12 Jul 2023
Self-supervised adversarial masking for 3D point cloud representation
  learning
Self-supervised adversarial masking for 3D point cloud representation learning
Michal Szachniewicz
Wojciech Kozlowski
Michal Stypulkowski
Maciej Ziȩba
3DPC
19
2
0
11 Jul 2023
OpenAL: An Efficient Deep Active Learning Framework for Open-Set
  Pathology Image Classification
OpenAL: An Efficient Deep Active Learning Framework for Open-Set Pathology Image Classification
Linhao Qu
Yingfan Ma
Zhiwei Yang
Manning Wang
Zhijian Song
VLM
LM&MA
38
8
0
11 Jul 2023
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