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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 / 721 papers shown
Title
Cross-level Contrastive Learning and Consistency Constraint for
  Semi-supervised Medical Image Segmentation
Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image Segmentation
Xinkai Zhao
Chaowei Fang
De-Jun Fan
Xu-tao Lin
Feng Gao
Guanbin Li
20
43
0
08 Feb 2022
Context Autoencoder for Self-Supervised Representation Learning
Context Autoencoder for Self-Supervised Representation Learning
Xiaokang Chen
Mingyu Ding
Xiaodi Wang
Ying Xin
Shentong Mo
Yunhao Wang
Shumin Han
Ping Luo
Gang Zeng
Jingdong Wang
SSL
45
386
0
07 Feb 2022
Bootstrapped Representation Learning for Skeleton-Based Action
  Recognition
Bootstrapped Representation Learning for Skeleton-Based Action Recognition
Olivier Moliner
Sangxia Huang
Kalle Åström
SSL
35
13
0
04 Feb 2022
Relative Position Prediction as Pre-training for Text Encoders
Relative Position Prediction as Pre-training for Text Encoders
Rickard Brüel-Gabrielsson
Chris Scarvelis
19
1
0
02 Feb 2022
Self Semi Supervised Neural Architecture Search for Semantic
  Segmentation
Self Semi Supervised Neural Architecture Search for Semantic Segmentation
Loïc Pauletto
Massih-Reza Amini
Nicolas Winckler
SSL
SSeg
35
1
0
29 Jan 2022
Transferability in Deep Learning: A Survey
Transferability in Deep Learning: A Survey
Junguang Jiang
Yang Shu
Jianmin Wang
Mingsheng Long
OOD
34
101
0
15 Jan 2022
SimReg: Regression as a Simple Yet Effective Tool for Self-supervised
  Knowledge Distillation
SimReg: Regression as a Simple Yet Effective Tool for Self-supervised Knowledge Distillation
K. Navaneet
Soroush Abbasi Koohpayegani
Ajinkya Tejankar
Hamed Pirsiavash
21
19
0
13 Jan 2022
SnapshotNet: Self-supervised Feature Learning for Point Cloud Data
  Segmentation Using Minimal Labeled Data
SnapshotNet: Self-supervised Feature Learning for Point Cloud Data Segmentation Using Minimal Labeled Data
Xingye Li
Ling Zhang
Zhigang Zhu
3DPC
30
10
0
13 Jan 2022
MERLOT Reserve: Neural Script Knowledge through Vision and Language and
  Sound
MERLOT Reserve: Neural Script Knowledge through Vision and Language and Sound
Rowan Zellers
Jiasen Lu
Ximing Lu
Youngjae Yu
Yanpeng Zhao
Mohammadreza Salehi
Aditya Kusupati
Jack Hessel
Ali Farhadi
Yejin Choi
48
207
0
07 Jan 2022
Sound and Visual Representation Learning with Multiple Pretraining Tasks
Sound and Visual Representation Learning with Multiple Pretraining Tasks
A. Vasudevan
Dengxin Dai
Luc Van Gool
SSL
38
6
0
04 Jan 2022
Implicit Autoencoder for Point-Cloud Self-Supervised Representation
  Learning
Implicit Autoencoder for Point-Cloud Self-Supervised Representation Learning
Siming Yan
Zhenpei Yang
Haoxiang Li
Chen Song
Li Guan
Hao Kang
G. Hua
Qi-Xing Huang
3DPC
43
61
0
03 Jan 2022
Representation Learning via Consistent Assignment of Views to Clusters
Representation Learning via Consistent Assignment of Views to Clusters
T. Silva
Adín Ramirez Rivera
SSL
19
8
0
31 Dec 2021
Improved skin lesion recognition by a Self-Supervised Curricular Deep
  Learning approach
Improved skin lesion recognition by a Self-Supervised Curricular Deep Learning approach
Kirill Sirotkin
Marcos Escudero-Viñolo
Pablo Carballeira
Juan C. Sanmiguel
SSL
32
6
0
22 Dec 2021
Max-Margin Contrastive Learning
Max-Margin Contrastive Learning
Anshul B. Shah
S. Sra
Ramalingam Chellappa
A. Cherian
SSL
37
44
0
21 Dec 2021
Local contrastive loss with pseudo-label based self-training for
  semi-supervised medical image segmentation
Local contrastive loss with pseudo-label based self-training for semi-supervised medical image segmentation
K. Chaitanya
Ertunc Erdil
Neerav Karani
E. Konukoglu
SSL
15
120
0
17 Dec 2021
Masked Feature Prediction for Self-Supervised Visual Pre-Training
Masked Feature Prediction for Self-Supervised Visual Pre-Training
Chen Wei
Haoqi Fan
Saining Xie
Chaoxia Wu
Alan Yuille
Christoph Feichtenhofer
ViT
100
655
0
16 Dec 2021
Human Hands as Probes for Interactive Object Understanding
Human Hands as Probes for Interactive Object Understanding
Mohit Goyal
Sahil Modi
Rishabh Goyal
Saurabh Gupta
29
48
0
16 Dec 2021
Improving Self-supervised Learning with Automated Unsupervised Outlier
  Arbitration
Improving Self-supervised Learning with Automated Unsupervised Outlier Arbitration
Yu Wang
Jingyang Lin
Jingjing Zou
Yingwei Pan
Ting Yao
Tao Mei
OODD
32
12
0
15 Dec 2021
Contextualized Spatio-Temporal Contrastive Learning with
  Self-Supervision
Contextualized Spatio-Temporal Contrastive Learning with Self-Supervision
Liangzhe Yuan
Rui Qian
Huayu Chen
Boqing Gong
Florian Schroff
Ming-Hsuan Yang
Hartwig Adam
Ting Liu
AI4TS
30
15
0
09 Dec 2021
LipSound2: Self-Supervised Pre-Training for Lip-to-Speech Reconstruction
  and Lip Reading
LipSound2: Self-Supervised Pre-Training for Lip-to-Speech Reconstruction and Lip Reading
Leyuan Qu
C. Weber
S. Wermter
38
23
0
09 Dec 2021
Unsupervised Representation Learning via Neural Activation Coding
Unsupervised Representation Learning via Neural Activation Coding
Yookoon Park
Sangho Lee
Gunhee Kim
David M. Blei
SSL
26
8
0
07 Dec 2021
BT-Unet: A self-supervised learning framework for biomedical image
  segmentation using Barlow Twins with U-Net models
BT-Unet: A self-supervised learning framework for biomedical image segmentation using Barlow Twins with U-Net models
Narinder Singh Punn
Sonali Agarwal
SSL
32
35
0
07 Dec 2021
Time-Equivariant Contrastive Video Representation Learning
Time-Equivariant Contrastive Video Representation Learning
Simon Jenni
Hailin Jin
SSL
AI4TS
143
60
0
07 Dec 2021
TCGL: Temporal Contrastive Graph for Self-supervised Video
  Representation Learning
TCGL: Temporal Contrastive Graph for Self-supervised Video Representation Learning
Yang Liu
Keze Wang
Lingbo Liu
Hao Lan
Liang Lin
SSL
AI4TS
53
113
0
07 Dec 2021
Joint Learning of Localized Representations from Medical Images and
  Reports
Joint Learning of Localized Representations from Medical Images and Reports
Philipp Muller
Georgios Kaissis
Cong Zou
Daniel Munich
140
81
0
06 Dec 2021
Forward Compatible Training for Large-Scale Embedding Retrieval Systems
Forward Compatible Training for Large-Scale Embedding Retrieval Systems
Vivek Ramanujan
Pavan Kumar Anasosalu Vasu
Ali Farhadi
Oncel Tuzel
Hadi Pouransari
VLM
32
16
0
06 Dec 2021
U2-Former: A Nested U-shaped Transformer for Image Restoration
U2-Former: A Nested U-shaped Transformer for Image Restoration
Haobo Ji
Xin Feng
Wenjie Pei
Jinxing Li
Guangming Lu
ViT
24
26
0
04 Dec 2021
Self-Supervised Material and Texture Representation Learning for Remote
  Sensing Tasks
Self-Supervised Material and Texture Representation Learning for Remote Sensing Tasks
Peri Akiva
Matthew Purri
Matthew J. Leotta
SSL
24
58
0
03 Dec 2021
Self-supervised Video Transformer
Self-supervised Video Transformer
Kanchana Ranasinghe
Muzammal Naseer
Salman Khan
Fahad Shahbaz Khan
Michael S. Ryoo
ViT
39
84
0
02 Dec 2021
The Surprising Effectiveness of Representation Learning for Visual
  Imitation
The Surprising Effectiveness of Representation Learning for Visual Imitation
Jyothish Pari
Nur Muhammad (Mahi) Shafiullah
Sridhar Pandian Arunachalam
Lerrel Pinto
SSL
25
161
0
02 Dec 2021
Deep residential representations: Using unsupervised learning to unlock
  elevation data for geo-demographic prediction
Deep residential representations: Using unsupervised learning to unlock elevation data for geo-demographic prediction
Matthew Stevenson
Christophe Mues
Cristián Bravo
21
9
0
02 Dec 2021
Extract Free Dense Labels from CLIP
Extract Free Dense Labels from CLIP
Chong Zhou
Chen Change Loy
Bo Dai
VLM
CLIP
54
456
0
02 Dec 2021
MC-SSL0.0: Towards Multi-Concept Self-Supervised Learning
MC-SSL0.0: Towards Multi-Concept Self-Supervised Learning
Sara Atito
Muhammad Awais
Ammarah Farooq
Zhenhua Feng
J. Kittler
19
17
0
30 Nov 2021
Targeted Supervised Contrastive Learning for Long-Tailed Recognition
Targeted Supervised Contrastive Learning for Long-Tailed Recognition
Tianhong Li
Peng Cao
Yuan. Yuan
Lijie Fan
Yuzhe Yang
Rogerio Feris
Piotr Indyk
Dina Katabi
43
176
0
27 Nov 2021
Contrastive Object-level Pre-training with Spatial Noise Curriculum
  Learning
Contrastive Object-level Pre-training with Spatial Noise Curriculum Learning
Chenhongyi Yang
Lichao Huang
Elliot J. Crowley
SSL
VLM
34
6
0
26 Nov 2021
Semantic-Aware Generation for Self-Supervised Visual Representation
  Learning
Semantic-Aware Generation for Self-Supervised Visual Representation Learning
Yunjie Tian
Lingxi Xie
Xiaopeng Zhang
Jiemin Fang
Haohang Xu
Wei Huang
Jianbin Jiao
Qi Tian
QiXiang Ye
SSL
GAN
41
16
0
25 Nov 2021
Efficient Anomaly Detection Using Self-Supervised Multi-Cue Tasks
Efficient Anomaly Detection Using Self-Supervised Multi-Cue Tasks
Loic Jezequel
Ngoc-Son Vu
Jean Beaudet
A. Histace
34
19
0
24 Nov 2021
MIO : Mutual Information Optimization using Self-Supervised Binary Contrastive Learning
MIO : Mutual Information Optimization using Self-Supervised Binary Contrastive Learning
Siladittya Manna
Umapada Pal
Saumik Bhattacharya
SSL
35
1
0
24 Nov 2021
Learning Representation for Clustering via Prototype Scattering and
  Positive Sampling
Learning Representation for Clustering via Prototype Scattering and Positive Sampling
Zhizhong Huang
Jie Chen
Junping Zhang
Hongming Shan
36
88
0
23 Nov 2021
Benchmarking Detection Transfer Learning with Vision Transformers
Benchmarking Detection Transfer Learning with Vision Transformers
Yanghao Li
Saining Xie
Xinlei Chen
Piotr Dollar
Kaiming He
Ross B. Girshick
20
166
0
22 Nov 2021
SimMIM: A Simple Framework for Masked Image Modeling
SimMIM: A Simple Framework for Masked Image Modeling
Zhenda Xie
Zheng-Wei Zhang
Yue Cao
Yutong Lin
Jianmin Bao
Zhuliang Yao
Qi Dai
Han Hu
81
1,310
0
18 Nov 2021
Improving Transferability of Representations via Augmentation-Aware
  Self-Supervision
Improving Transferability of Representations via Augmentation-Aware Self-Supervision
Hankook Lee
Kibok Lee
Kimin Lee
Honglak Lee
Jinwoo Shin
SSL
29
51
0
18 Nov 2021
Learning Scene Dynamics from Point Cloud Sequences
Learning Scene Dynamics from Point Cloud Sequences
Pan He
Patrick Emami
Sanjay Ranka
Anand Rangarajan
3DPC
36
18
0
16 Nov 2021
LiT: Zero-Shot Transfer with Locked-image text Tuning
LiT: Zero-Shot Transfer with Locked-image text Tuning
Xiaohua Zhai
Tianlin Li
Basil Mustafa
Andreas Steiner
Daniel Keysers
Alexander Kolesnikov
Lucas Beyer
VLM
48
544
0
15 Nov 2021
iBOT: Image BERT Pre-Training with Online Tokenizer
iBOT: Image BERT Pre-Training with Online Tokenizer
Jinghao Zhou
Chen Wei
Huiyu Wang
Wei Shen
Cihang Xie
Alan Yuille
Tao Kong
21
712
0
15 Nov 2021
Masked Autoencoders Are Scalable Vision Learners
Masked Autoencoders Are Scalable Vision Learners
Kaiming He
Xinlei Chen
Saining Xie
Yanghao Li
Piotr Dollár
Ross B. Girshick
ViT
TPM
322
7,481
0
11 Nov 2021
FILIP: Fine-grained Interactive Language-Image Pre-Training
FILIP: Fine-grained Interactive Language-Image Pre-Training
Lewei Yao
Runhu Huang
Lu Hou
Guansong Lu
Minzhe Niu
Hang Xu
Xiaodan Liang
Zhenguo Li
Xin Jiang
Chunjing Xu
VLM
CLIP
30
619
0
09 Nov 2021
MixSiam: A Mixture-based Approach to Self-supervised Representation
  Learning
MixSiam: A Mixture-based Approach to Self-supervised Representation Learning
Xiaoyang Guo
Tianhao Zhao
Yutian Lin
Bo Du
SSL
30
6
0
04 Nov 2021
Equivariant Contrastive Learning
Equivariant Contrastive Learning
Rumen Dangovski
Li Jing
Charlotte Loh
Seung-Jun Han
Akash Srivastava
Brian Cheung
Pulkit Agrawal
Marin Soljacic
45
77
0
28 Oct 2021
Self-Supervised Learning Disentangled Group Representation as Feature
Self-Supervised Learning Disentangled Group Representation as Feature
Tan Wang
Zhongqi Yue
Jianqiang Huang
Qianru Sun
Hanwang Zhang
OOD
36
67
0
28 Oct 2021
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