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Self-Supervised Learning of Pretext-Invariant Representations

Self-Supervised Learning of Pretext-Invariant Representations

Computer Vision and Pattern Recognition (CVPR), 2019
4 December 2019
Ishan Misra
Laurens van der Maaten
    SSLVLM
ArXiv (abs)PDFHTML

Papers citing "Self-Supervised Learning of Pretext-Invariant Representations"

50 / 922 papers shown
Robust fine-tuning of zero-shot models
Robust fine-tuning of zero-shot models
Mitchell Wortsman
Gabriel Ilharco
Jong Wook Kim
Mike Li
Simon Kornblith
...
Raphael Gontijo-Lopes
Hannaneh Hajishirzi
Ali Farhadi
Hongseok Namkoong
Ludwig Schmidt
VLM
648
900
0
04 Sep 2021
Complementary Calibration: Boosting General Continual Learning with
  Collaborative Distillation and Self-Supervision
Complementary Calibration: Boosting General Continual Learning with Collaborative Distillation and Self-Supervision
Zhong Ji
Jin Li
Qiang Wang
Zhongfei Zhang
CLL
201
21
0
03 Sep 2021
ScatSimCLR: self-supervised contrastive learning with pretext task
  regularization for small-scale datasets
ScatSimCLR: self-supervised contrastive learning with pretext task regularization for small-scale datasets
Vitaliy Kinakh
O. Taran
S. Voloshynovskiy
136
18
0
31 Aug 2021
MultiSiam: Self-supervised Multi-instance Siamese Representation
  Learning for Autonomous Driving
MultiSiam: Self-supervised Multi-instance Siamese Representation Learning for Autonomous DrivingIEEE International Conference on Computer Vision (ICCV), 2021
Kai Chen
Lanqing Hong
Hang Xu
Zhenguo Li
Dit-Yan Yeung
SSL
156
59
0
27 Aug 2021
Unsupervised domain adaptation for clinician pose estimation and
  instance segmentation in the operating room
Unsupervised domain adaptation for clinician pose estimation and instance segmentation in the operating room
V. Srivastav
A. Gangi
N. Padoy
OOD
408
12
0
26 Aug 2021
Multi-Task Self-Training for Learning General Representations
Multi-Task Self-Training for Learning General RepresentationsIEEE International Conference on Computer Vision (ICCV), 2021
Golnaz Ghiasi
Barret Zoph
E. D. Cubuk
Quoc V. Le
Nayeon Lee
SSL
215
113
0
25 Aug 2021
Temporal Knowledge Consistency for Unsupervised Visual Representation
  Learning
Temporal Knowledge Consistency for Unsupervised Visual Representation LearningIEEE International Conference on Computer Vision (ICCV), 2021
Wei Feng
Yuanjiang Wang
Lihua Ma
Ye Yuan
Fangqiu Yi
SSL
144
12
0
24 Aug 2021
Jointly Learnable Data Augmentations for Self-Supervised GNNs
Jointly Learnable Data Augmentations for Self-Supervised GNNs
Zekarias T. Kefato
Sarunas Girdzijauskas
Hannes Stärk
SSL
126
5
0
23 Aug 2021
Concurrent Discrimination and Alignment for Self-Supervised Feature
  Learning
Concurrent Discrimination and Alignment for Self-Supervised Feature Learning
Anjan Dutta
Goran Frehse
Zeynep Akata
SSL
124
0
0
19 Aug 2021
Self-Supervised Video Representation Learning with Meta-Contrastive
  Network
Self-Supervised Video Representation Learning with Meta-Contrastive Network
Yuanze Lin
Xun Guo
Yan Lu
SSL
258
44
0
19 Aug 2021
Self-Supervised Visual Representations Learning by Contrastive Mask
  Prediction
Self-Supervised Visual Representations Learning by Contrastive Mask Prediction
Yucheng Zhao
Guangting Wang
Chong Luo
Wenjun Zeng
Zhengjun Zha
ISegSSL
231
53
0
18 Aug 2021
Self-Supervised Pretraining and Controlled Augmentation Improve Rare
  Wildlife Recognition in UAV Images
Self-Supervised Pretraining and Controlled Augmentation Improve Rare Wildlife Recognition in UAV Images
Xiaochen Zheng
B. Kellenberger
R. Gong
I. Hajnsek
D. Tuia
115
17
0
17 Aug 2021
Contrastive Self-supervised Sequential Recommendation with Robust
  Augmentation
Contrastive Self-supervised Sequential Recommendation with Robust Augmentation
Zhiwei Liu
Yong-Guang Chen
Jia Li
Philip S. Yu
Julian McAuley
Caiming Xiong
164
213
0
14 Aug 2021
SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for
  Semi-Supervised Medical Image Segmentation
SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image SegmentationIEEE Transactions on Medical Imaging (IEEE TMI), 2021
Chenyu You
Yuan Zhou
Ruihan Zhao
Lawrence H. Staib
James S. Duncan
260
275
0
13 Aug 2021
A Systematic Benchmarking Analysis of Transfer Learning for Medical
  Image Analysis
A Systematic Benchmarking Analysis of Transfer Learning for Medical Image Analysis
M. Taher
F. Haghighi
Ruibin Feng
Michael B. Gotway
Jianming Liang
185
77
0
12 Aug 2021
SynCoBERT: Syntax-Guided Multi-Modal Contrastive Pre-Training for Code
  Representation
SynCoBERT: Syntax-Guided Multi-Modal Contrastive Pre-Training for Code Representation
Xin Wang
Yasheng Wang
Fei Mi
Pingyi Zhou
Yao Wan
Xiao Liu
Li Li
Hao Wu
Jin Liu
Xin Jiang
321
132
0
10 Aug 2021
Skeleton-Contrastive 3D Action Representation Learning
Skeleton-Contrastive 3D Action Representation LearningACM Multimedia (ACM MM), 2021
Fida Mohammad Thoker
Hazel Doughty
Cees G. M. Snoek
SSL
210
164
0
08 Aug 2021
Spatiotemporal Contrastive Learning of Facial Expressions in Videos
Spatiotemporal Contrastive Learning of Facial Expressions in VideosAffective Computing and Intelligent Interaction (ACII), 2021
Shuvendu Roy
Ali Etemad
260
18
0
06 Aug 2021
Instance Similarity Learning for Unsupervised Feature Representation
Instance Similarity Learning for Unsupervised Feature RepresentationIEEE International Conference on Computer Vision (ICCV), 2021
Ziwei Wang
Yunsong Wang
Ziyi Wu
Jiwen Lu
Jie Zhou
GAN
139
8
0
05 Aug 2021
A Low Rank Promoting Prior for Unsupervised Contrastive Learning
A Low Rank Promoting Prior for Unsupervised Contrastive LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
Yu Wang
Jingyang Lin
Qi Cai
Yingwei Pan
Ting Yao
Hongyang Chao
Tao Mei
SSL
148
20
0
05 Aug 2021
Object-aware Contrastive Learning for Debiased Scene Representation
Object-aware Contrastive Learning for Debiased Scene RepresentationNeural Information Processing Systems (NeurIPS), 2021
Sangwoo Mo
H. Kang
Kihyuk Sohn
Chun-Liang Li
Jinwoo Shin
SSLOCL
299
54
0
30 Jul 2021
Bridging Gap between Image Pixels and Semantics via Supervision: A
  Survey
Bridging Gap between Image Pixels and Semantics via Supervision: A SurveyAPSIPA Transactions on Signal and Information Processing (TASIP), 2021
Jiali Duan
C.-C. Jay Kuo
325
9
0
29 Jul 2021
Self-Paced Contrastive Learning for Semi-supervised Medical Image
  Segmentation with Meta-labels
Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labelsNeural Information Processing Systems (NeurIPS), 2021
Jizong Peng
Ping Wang
Chrisitian Desrosiers
M. Pedersoli
SSL
239
73
0
29 Jul 2021
Hierarchical Self-supervised Augmented Knowledge Distillation
Hierarchical Self-supervised Augmented Knowledge DistillationInternational Joint Conference on Artificial Intelligence (IJCAI), 2021
Chuanguang Yang
Zhulin An
Linhang Cai
Yongjun Xu
SSL
294
91
0
29 Jul 2021
CCGL: Contrastive Cascade Graph Learning
CCGL: Contrastive Cascade Graph LearningIEEE Transactions on Knowledge and Data Engineering (TKDE), 2021
Xovee Xu
Fan Zhou
Kunpeng Zhang
Siyuan Liu
SSL
228
46
0
27 Jul 2021
AASAE: Augmentation-Augmented Stochastic Autoencoders
AASAE: Augmentation-Augmented Stochastic Autoencoders
William Falcon
A. Jha
Teddy Koker
Dong Wang
178
1
0
26 Jul 2021
Clustering by Maximizing Mutual Information Across Views
Clustering by Maximizing Mutual Information Across ViewsIEEE International Conference on Computer Vision (ICCV), 2021
Kien Do
T. Tran
Svetha Venkatesh
VLMSSL
162
48
0
24 Jul 2021
Trip-ROMA: Self-Supervised Learning with Triplets and Random Mappings
Trip-ROMA: Self-Supervised Learning with Triplets and Random Mappings
Wenbin Li
Xuesong Yang
Meihao Kong
Lei Wang
Jing Huo
Yang Gao
Jiebo Luo
246
0
0
22 Jul 2021
Characterizing Generalization under Out-Of-Distribution Shifts in Deep
  Metric Learning
Characterizing Generalization under Out-Of-Distribution Shifts in Deep Metric LearningNeural Information Processing Systems (NeurIPS), 2021
Timo Milbich
Karsten Roth
Samarth Sinha
Ludwig Schmidt
Marzyeh Ghassemi
Bjorn Ommer
OODOODD
294
24
0
20 Jul 2021
ReSSL: Relational Self-Supervised Learning with Weak Augmentation
ReSSL: Relational Self-Supervised Learning with Weak AugmentationNeural Information Processing Systems (NeurIPS), 2021
Mingkai Zheng
Shan You
Haiwei Yang
Chao Qian
Changshui Zhang
Xiaogang Wang
Chang Xu
243
129
0
20 Jul 2021
TSCAN : Dialog Structure discovery using SCAN
TSCAN : Dialog Structure discovery using SCAN
Apurba Nath
A. Kubba
191
2
0
13 Jul 2021
A Spatial Guided Self-supervised Clustering Network for Medical Image
  Segmentation
A Spatial Guided Self-supervised Clustering Network for Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021
Euijoon Ahn
Dagan Feng
Jinman Kim
190
29
0
11 Jul 2021
Investigate the Essence of Long-Tailed Recognition from a Unified Perspective
Lei Liu
Li Liu
128
0
0
08 Jul 2021
COVID-19 Pneumonia Severity Prediction using Hybrid
  Convolution-Attention Neural Architectures
COVID-19 Pneumonia Severity Prediction using Hybrid Convolution-Attention Neural Architectures
Nam H. Nguyen
Jerome Chang
190
3
0
06 Jul 2021
Improving Text-to-Image Synthesis Using Contrastive Learning
Improving Text-to-Image Synthesis Using Contrastive Learning
Hui Ye
Xiulong Yang
Martin Takáč
Rajshekhar Sunderraman
Shihao Ji
274
89
0
06 Jul 2021
Do Different Tracking Tasks Require Different Appearance Models?
Do Different Tracking Tasks Require Different Appearance Models?
Zhongdao Wang
Hengshuang Zhao
Yali Li
Shengjin Wang
Juil Sock
Luca Bertinetto
314
98
0
05 Jul 2021
Simpler, Faster, Stronger: Breaking The log-K Curse On Contrastive
  Learners With FlatNCE
Simpler, Faster, Stronger: Breaking The log-K Curse On Contrastive Learners With FlatNCE
Junya Chen
Zhe Gan
Xuan Li
Qing Guo
Liqun Chen
...
Belinda Zeng
Wenlian Lu
Fan Li
Lawrence Carin
Chenyang Tao
206
31
0
02 Jul 2021
Magnification-independent Histopathological Image Classification with Similarity-based Multi-scale Embeddings
Yibao Sun
Xingru Huang
Yaqi Wang
Huiyu Zhou
Qianni Zhang
149
5
0
02 Jul 2021
Pretext Tasks selection for multitask self-supervised speech
  representation learning
Pretext Tasks selection for multitask self-supervised speech representation learning
Salah Zaiem
Titouan Parcollet
S. Essid
Abdel Heba
SSL
310
13
0
01 Jul 2021
SCARF: Self-Supervised Contrastive Learning using Random Feature
  Corruption
SCARF: Self-Supervised Contrastive Learning using Random Feature CorruptionInternational Conference on Learning Representations (ICLR), 2021
Dara Bahri
Heinrich Jiang
Yi Tay
Donald Metzler
SSL
247
218
0
29 Jun 2021
A Theory-Driven Self-Labeling Refinement Method for Contrastive
  Representation Learning
A Theory-Driven Self-Labeling Refinement Method for Contrastive Representation LearningNeural Information Processing Systems (NeurIPS), 2021
Pan Zhou
Caiming Xiong
Xiaotong Yuan
Guosheng Lin
SSL
152
12
0
28 Jun 2021
SRPN: similarity-based region proposal networks for nuclei and cells
  detection in histology images
SRPN: similarity-based region proposal networks for nuclei and cells detection in histology images
Yibao Sun
Xingru Huang
Huiyu Zhou
Qianni Zhang
165
39
0
25 Jun 2021
Physics perception in sloshing scenes with guaranteed thermodynamic
  consistency
Physics perception in sloshing scenes with guaranteed thermodynamic consistency
B. Moya
Alberto Badías
D. González
Francisco Chinesta
Elías Cueto
234
17
0
24 Jun 2021
Unsupervised Object-Level Representation Learning from Scene Images
Unsupervised Object-Level Representation Learning from Scene ImagesNeural Information Processing Systems (NeurIPS), 2021
Jiahao Xie
Xiaohang Zhan
Ziwei Liu
Yew-Soon Ong
Chen Change Loy
SSLOCL
217
82
0
22 Jun 2021
Recent Deep Semi-supervised Learning Approaches and Related Works
Recent Deep Semi-supervised Learning Approaches and Related Works
Gyeongho Kim
SSL
75
11
0
22 Jun 2021
Interventional Video Grounding with Dual Contrastive Learning
Interventional Video Grounding with Dual Contrastive LearningComputer Vision and Pattern Recognition (CVPR), 2021
Guoshun Nan
Rui Qiao
Yao Xiao
Jun Liu
Sicong Leng
H. Zhang
Wei Lu
247
159
0
21 Jun 2021
Self-Supervised Tracking via Target-Aware Data Synthesis
Self-Supervised Tracking via Target-Aware Data SynthesisIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021
Xin Li
Wenjie Pei
Zikun Zhou
Zhenyu He
Huchuan Lu
Ming-Hsuan Yang
306
23
0
21 Jun 2021
Global and Local Contrastive Self-Supervised Learning for Semantic
  Segmentation of HR Remote Sensing Images
Global and Local Contrastive Self-Supervised Learning for Semantic Segmentation of HR Remote Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2021
Haifeng Li
Yi Li
Guo Zhang
Ruoyun Liu
Haozhe Huang
Qing Zhu
Chao Tao
SSL
216
137
0
20 Jun 2021
Self-supervised Video Representation Learning with Cross-Stream
  Prototypical Contrasting
Self-supervised Video Representation Learning with Cross-Stream Prototypical ContrastingIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2021
Martine Toering
Ioannis Gatopoulos
M. Stol
Vincent Tao Hu
SSL
292
13
0
18 Jun 2021
Efficient Self-supervised Vision Transformers for Representation
  Learning
Efficient Self-supervised Vision Transformers for Representation LearningInternational Conference on Learning Representations (ICLR), 2021
Chunyuan Li
Jianwei Yang
Pengchuan Zhang
Mei Gao
Bin Xiao
Xiyang Dai
Lu Yuan
Jianfeng Gao
ViT
303
224
0
17 Jun 2021
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