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Unsupervised Visual Representation Learning by Context Prediction

Unsupervised Visual Representation Learning by Context Prediction

19 May 2015
Carl Doersch
Abhinav Gupta
Alexei A. Efros
    DRL
    SSL
ArXivPDFHTML

Papers citing "Unsupervised Visual Representation Learning by Context Prediction"

50 / 707 papers shown
Title
Refine and Represent: Region-to-Object Representation Learning
Refine and Represent: Region-to-Object Representation Learning
Akash Gokul
Konstantinos Kallidromitis
Shufang Li
Yu Kato
Kazuki Kozuka
Trevor Darrell
Colorado Reed
SSeg
36
5
0
25 Aug 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey
Yanbei Chen
Massimiliano Mancini
Xiatian Zhu
Zeynep Akata
45
114
0
24 Aug 2022
Efficient Self-Supervision using Patch-based Contrastive Learning for
  Histopathology Image Segmentation
Efficient Self-Supervision using Patch-based Contrastive Learning for Histopathology Image Segmentation
Nicklas Boserup
Raghavendra Selvan
SSL
28
7
0
23 Aug 2022
Spiral Contrastive Learning: An Efficient 3D Representation Learning
  Method for Unannotated CT Lesions
Spiral Contrastive Learning: An Efficient 3D Representation Learning Method for Unannotated CT Lesions
Penghua Zhai
Enwei Zhu
Baolian Qi
Xin Wei
Jinpeng Li
24
0
0
23 Aug 2022
Towards Label-efficient Automatic Diagnosis and Analysis: A
  Comprehensive Survey of Advanced Deep Learning-based Weakly-supervised,
  Semi-supervised and Self-supervised Techniques in Histopathological Image
  Analysis
Towards Label-efficient Automatic Diagnosis and Analysis: A Comprehensive Survey of Advanced Deep Learning-based Weakly-supervised, Semi-supervised and Self-supervised Techniques in Histopathological Image Analysis
Linhao Qu
Siyu Liu
Xiaoyu Liu
Manning Wang
Zhijian Song
33
57
0
18 Aug 2022
Matching Multiple Perspectives for Efficient Representation Learning
Matching Multiple Perspectives for Efficient Representation Learning
Omiros Pantazis
M. Salvaris
SSL
41
0
0
16 Aug 2022
Automatically Discovering Novel Visual Categories with Self-supervised
  Prototype Learning
Automatically Discovering Novel Visual Categories with Self-supervised Prototype Learning
Lu Zhang
Lu Qi
Xu Yang
Hong Qiao
Ming Yang
Zhiyong Liu
SSL
38
3
0
01 Aug 2022
SdAE: Self-distillated Masked Autoencoder
SdAE: Self-distillated Masked Autoencoder
Yabo Chen
Yuchen Liu
Dongsheng Jiang
Xiaopeng Zhang
Wenrui Dai
H. Xiong
Qi Tian
ViT
26
70
0
31 Jul 2022
Concurrent Subsidiary Supervision for Unsupervised Source-Free Domain
  Adaptation
Concurrent Subsidiary Supervision for Unsupervised Source-Free Domain Adaptation
Jogendra Nath Kundu
Suvaansh Bhambri
Akshay Ravindra Kulkarni
Hiran Sarkar
Varun Jampani
R. Venkatesh Babu
44
27
0
27 Jul 2022
Unsupervised Learning under Latent Label Shift
Unsupervised Learning under Latent Label Shift
Manley Roberts
P. Mani
Saurabh Garg
Zachary Chase Lipton
OOD
57
9
0
26 Jul 2022
Jigsaw-ViT: Learning Jigsaw Puzzles in Vision Transformer
Jigsaw-ViT: Learning Jigsaw Puzzles in Vision Transformer
Yingyi Chen
Xiaoke Shen
Yahui Liu
Qinghua Tao
Johan A. K. Suykens
AAML
ViT
33
22
0
25 Jul 2022
Adaptive Soft Contrastive Learning
Adaptive Soft Contrastive Learning
Chen Feng
Ioannis Patras
SSL
25
19
0
22 Jul 2022
Video Anomaly Detection by Solving Decoupled Spatio-Temporal Jigsaw
  Puzzles
Video Anomaly Detection by Solving Decoupled Spatio-Temporal Jigsaw Puzzles
Guodong Wang
Yunhong Wang
Jie Qin
Dongming Zhang
Xiuguo Bao
Di Huang
24
78
0
20 Jul 2022
HyperNet: Self-Supervised Hyperspectral Spatial-Spectral Feature
  Understanding Network for Hyperspectral Change Detection
HyperNet: Self-Supervised Hyperspectral Spatial-Spectral Feature Understanding Network for Hyperspectral Change Detection
Meiqi Hu
Chen Wu
Lefei Zhang
SSL
45
57
0
20 Jul 2022
Learning from Temporal Spatial Cubism for Cross-Dataset Skeleton-based
  Action Recognition
Learning from Temporal Spatial Cubism for Cross-Dataset Skeleton-based Action Recognition
Yansong Tang
Xingyu Liu
Xumin Yu
Danyang Zhang
Jiwen Lu
Jie Zhou
27
20
0
17 Jul 2022
Bootstrapped Masked Autoencoders for Vision BERT Pretraining
Bootstrapped Masked Autoencoders for Vision BERT Pretraining
Xiaoyi Dong
Jianmin Bao
Ting Zhang
Dongdong Chen
Weiming Zhang
Lu Yuan
Dong Chen
Fang Wen
Nenghai Yu
22
75
0
14 Jul 2022
Self-supervised Learning with Local Contrastive Loss for Detection and
  Semantic Segmentation
Self-supervised Learning with Local Contrastive Loss for Detection and Semantic Segmentation
Ashraful Islam
Bengt Lundell
H. Sawhney
Sudipta N. Sinha
Peter Morales
Richard J. Radke
SSL
34
10
0
10 Jul 2022
Unsupervised Learning for Human Sensing Using Radio Signals
Unsupervised Learning for Human Sensing Using Radio Signals
Tianhong Li
Lijie Fan
Yuan. Yuan
Dina Katabi
SSL
44
34
0
06 Jul 2022
OpenLDN: Learning to Discover Novel Classes for Open-World
  Semi-Supervised Learning
OpenLDN: Learning to Discover Novel Classes for Open-World Semi-Supervised Learning
Mamshad Nayeem Rizve
Navid Kardan
Salman Khan
Fahad Shahbaz Khan
M. Shah
42
50
0
05 Jul 2022
Federated Self-supervised Learning for Video Understanding
Federated Self-supervised Learning for Video Understanding
Yasar Abbas Ur Rehman
Yan Gao
Jiajun Shen
Pedro Porto Buarque de Gusmão
Nicholas D. Lane
FedML
39
15
0
05 Jul 2022
Dissecting Self-Supervised Learning Methods for Surgical Computer Vision
Dissecting Self-Supervised Learning Methods for Surgical Computer Vision
Sanat Ramesh
V. Srivastav
Deepak Alapatt
Tong Yu
Aditya Murali
...
Saurav Sharma
A. Fleurentin
Georgios Exarchakis
Alexandros Karargyris
N. Padoy
28
42
0
01 Jul 2022
Reading and Writing: Discriminative and Generative Modeling for
  Self-Supervised Text Recognition
Reading and Writing: Discriminative and Generative Modeling for Self-Supervised Text Recognition
Mingkun Yang
Minghui Liao
Pu Lu
Jing Wang
Shenggao Zhu
Hualin Luo
Qingzhen Tian
X. Bai
SSL
35
55
0
01 Jul 2022
SSL-Lanes: Self-Supervised Learning for Motion Forecasting in Autonomous
  Driving
SSL-Lanes: Self-Supervised Learning for Motion Forecasting in Autonomous Driving
Prarthana Bhattacharyya
Chengjie Huang
Krzysztof Czarnecki
SSL
42
55
0
28 Jun 2022
Self-Supervised Learning for Videos: A Survey
Self-Supervised Learning for Videos: A Survey
Madeline Chantry Schiappa
Yogesh S Rawat
M. Shah
SSL
36
131
0
18 Jun 2022
DU-Net based Unsupervised Contrastive Learning for Cancer Segmentation
  in Histology Images
DU-Net based Unsupervised Contrastive Learning for Cancer Segmentation in Histology Images
Yilong Li
Yaqi Wang
Huiyu Zhou
Huaqiong Wang
Gangyong Jia
Qianni Zhang
SSL
MedIm
13
1
0
17 Jun 2022
Beyond Supervised vs. Unsupervised: Representative Benchmarking and
  Analysis of Image Representation Learning
Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning
M. Gwilliam
Abhinav Shrivastava
SSL
82
19
1
16 Jun 2022
Does Self-supervised Learning Really Improve Reinforcement Learning from
  Pixels?
Does Self-supervised Learning Really Improve Reinforcement Learning from Pixels?
Xiang Li
Jinghuan Shang
Srijan Das
Michael S. Ryoo
SSL
30
31
0
10 Jun 2022
Extreme Masking for Learning Instance and Distributed Visual
  Representations
Extreme Masking for Learning Instance and Distributed Visual Representations
Zhirong Wu
Zihang Lai
Xiao Sun
Stephen Lin
38
22
0
09 Jun 2022
Towards Self-supervised and Weight-preserving Neural Architecture Search
Towards Self-supervised and Weight-preserving Neural Architecture Search
Zhuowei Li
Yibo Gao
Zhenzhou Zha
Hu Zhiqiang
Qing Xia
Shaoting Zhang
Dimitris N. Metaxas
27
4
0
08 Jun 2022
Multi-scale frequency separation network for image deblurring
Multi-scale frequency separation network for image deblurring
Yanni Zhang
Qiangjie Li
Miao Qi
Di Liu
Jun Kong
Jianzhong Wang
15
32
0
01 Jun 2022
Efficient Self-supervised Vision Pretraining with Local Masked Reconstruction
Efficient Self-supervised Vision Pretraining with Local Masked Reconstruction
Jun Chen
Ming Hu
Boyang Albert Li
Mohamed Elhoseiny
47
36
0
01 Jun 2022
Conformal Credal Self-Supervised Learning
Conformal Credal Self-Supervised Learning
Julian Lienen
Caglar Demir
Eyke Hüllermeier
29
13
0
30 May 2022
Architecture-Agnostic Masked Image Modeling -- From ViT back to CNN
Architecture-Agnostic Masked Image Modeling -- From ViT back to CNN
Siyuan Li
Di Wu
Fang Wu
Lei Shang
Stan.Z.Li
34
48
0
27 May 2022
Decoder Denoising Pretraining for Semantic Segmentation
Decoder Denoising Pretraining for Semantic Segmentation
Emmanuel B. Asiedu
Simon Kornblith
Ting Chen
Niki Parmar
Matthias Minderer
Mohammad Norouzi
AI4CE
199
26
0
23 May 2022
Self-Supervised Speech Representation Learning: A Review
Self-Supervised Speech Representation Learning: A Review
Abdel-rahman Mohamed
Hung-yi Lee
Lasse Borgholt
Jakob Drachmann Havtorn
Joakim Edin
...
Shang-Wen Li
Karen Livescu
Lars Maaløe
Tara N. Sainath
Shinji Watanabe
SSL
AI4TS
137
352
0
21 May 2022
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised
  Semantic Segmentation and Localization
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization
Luke Melas-Kyriazi
Christian Rupprecht
Iro Laina
Andrea Vedaldi
35
160
0
16 May 2022
Aligning Robot Representations with Humans
Aligning Robot Representations with Humans
Andreea Bobu
Andi Peng
27
0
0
15 May 2022
Self-Supervised Masking for Unsupervised Anomaly Detection and
  Localization
Self-Supervised Masking for Unsupervised Anomaly Detection and Localization
Chaoqin Huang
Qinwei Xu
Yanfeng Wang
Yu Wang
Ya Zhang
37
66
0
13 May 2022
Weakly-supervised segmentation of referring expressions
Weakly-supervised segmentation of referring expressions
Robin Strudel
Ivan Laptev
Cordelia Schmid
22
21
0
10 May 2022
CoDo: Contrastive Learning with Downstream Background Invariance for
  Detection
CoDo: Contrastive Learning with Downstream Background Invariance for Detection
Bing Zhao
Jun Li
Hong Zhu
SSL
37
2
0
10 May 2022
Incremental-DETR: Incremental Few-Shot Object Detection via
  Self-Supervised Learning
Incremental-DETR: Incremental Few-Shot Object Detection via Self-Supervised Learning
Na Dong
Yongqiang Zhang
Mingli Ding
G. Lee
CLL
45
29
0
09 May 2022
IMU Based Deep Stride Length Estimation With Self-Supervised Learning
IMU Based Deep Stride Length Estimation With Self-Supervised Learning
Jien-De Sui
Tian-Sheuan Chang
SSL
16
13
0
06 May 2022
LPC-AD: Fast and Accurate Multivariate Time Series Anomaly Detection via
  Latent Predictive Coding
LPC-AD: Fast and Accurate Multivariate Time Series Anomaly Detection via Latent Predictive Coding
Zhi Qi
Hong Xie
Ye Li
Jian Tan
Feifei Li
John C. S. Lui
AI4TS
16
1
0
05 May 2022
MAD: Self-Supervised Masked Anomaly Detection Task for Multivariate Time
  Series
MAD: Self-Supervised Masked Anomaly Detection Task for Multivariate Time Series
Yiwei Fu
Feng Xue
AI4TS
29
15
0
04 May 2022
TransRank: Self-supervised Video Representation Learning via
  Ranking-based Transformation Recognition
TransRank: Self-supervised Video Representation Learning via Ranking-based Transformation Recognition
Haodong Duan
Nanxuan Zhao
Kai-xiang Chen
Dahua Lin
ViT
AI4TS
33
19
0
04 May 2022
ASE: Large-Scale Reusable Adversarial Skill Embeddings for Physically
  Simulated Characters
ASE: Large-Scale Reusable Adversarial Skill Embeddings for Physically Simulated Characters
Xue Bin Peng
Yunrong Guo
L. Halper
Sergey Levine
Sanja Fidler
28
15
0
04 May 2022
A Comprehensive Survey of Image Augmentation Techniques for Deep
  Learning
A Comprehensive Survey of Image Augmentation Techniques for Deep Learning
Mingle Xu
Sook Yoon
A. Fuentes
D. Park
VLM
40
399
0
03 May 2022
On Negative Sampling for Audio-Visual Contrastive Learning from Movies
On Negative Sampling for Audio-Visual Contrastive Learning from Movies
Mahdi M. Kalayeh
Shervin Ardeshir
Lingyi Liu
Nagendra Kamath
Ashok Chandrashekar
SSL
35
3
0
29 Apr 2022
Masked Image Modeling Advances 3D Medical Image Analysis
Masked Image Modeling Advances 3D Medical Image Analysis
Zekai Chen
Devansh Agarwal
Kshitij Aggarwal
Wiem Safta
Samit Hirawat
V. Sethuraman
Mariann Micsinai Balan
Kevin Brown
33
69
0
25 Apr 2022
Unsupervised Hierarchical Semantic Segmentation with Multiview
  Cosegmentation and Clustering Transformers
Unsupervised Hierarchical Semantic Segmentation with Multiview Cosegmentation and Clustering Transformers
Tsung-Wei Ke
Jyh-Jing Hwang
Yunhui Guo
Xudong Wang
Stella X. Yu
21
47
0
25 Apr 2022
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