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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
Domain Invariant Representation Learning with Domain Density
  Transformations
Domain Invariant Representation Learning with Domain Density TransformationsNeural Information Processing Systems (NeurIPS), 2021
A. Nguyen
Toan M. Tran
Y. Gal
A. G. Baydin
OOD
418
104
0
09 Feb 2021
Train a One-Million-Way Instance Classifier for Unsupervised Visual
  Representation Learning
Train a One-Million-Way Instance Classifier for Unsupervised Visual Representation LearningAAAI Conference on Artificial Intelligence (AAAI), 2021
Yu Liu
Lianghua Huang
Pan Pan
Bin Wang
Yinghui Xu
Rong Jin
SSL
171
3
0
09 Feb 2021
DetCo: Unsupervised Contrastive Learning for Object Detection
DetCo: Unsupervised Contrastive Learning for Object DetectionIEEE International Conference on Computer Vision (ICCV), 2021
Enze Xie
Jian Ding
Wenhai Wang
Xiaohang Zhan
Hang Xu
Peize Sun
Zhenguo Li
Ping Luo
248
351
0
09 Feb 2021
Improving memory banks for unsupervised learning with large mini-batch,
  consistency and hard negative mining
Improving memory banks for unsupervised learning with large mini-batch, consistency and hard negative miningIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021
Adrian Bulat
Enrique Sánchez-Lozano
Georgios Tzimiropoulos
148
7
0
08 Feb 2021
Self-supervised driven consistency training for annotation efficient
  histopathology image analysis
Self-supervised driven consistency training for annotation efficient histopathology image analysis
C. Srinidhi
Seung Wook Kim
Fu-Der Chen
Anne L. Martel
SSL
260
119
0
07 Feb 2021
Semi-Supervised Action Recognition with Temporal Contrastive Learning
Semi-Supervised Action Recognition with Temporal Contrastive LearningComputer Vision and Pattern Recognition (CVPR), 2021
Ankit Singh
Omprakash Chakraborty
Ashutosh Varshney
Yikang Shen
Rogerio Feris
Kate Saenko
Abir Das
168
110
0
04 Feb 2021
Surprisingly Simple Semi-Supervised Domain Adaptation with Pretraining
  and Consistency
Surprisingly Simple Semi-Supervised Domain Adaptation with Pretraining and ConsistencyBritish Machine Vision Conference (BMVC), 2021
Samarth Mishra
Kate Saenko
Venkatesh Saligrama
157
30
0
29 Jan 2021
Exploring Cross-Image Pixel Contrast for Semantic Segmentation
Exploring Cross-Image Pixel Contrast for Semantic SegmentationIEEE International Conference on Computer Vision (ICCV), 2021
Wenguan Wang
Tianfei Zhou
Feng Yu
Jifeng Dai
E. Konukoglu
Luc Van Gool
457
538
0
28 Jan 2021
Prototypical Pseudo Label Denoising and Target Structure Learning for
  Domain Adaptive Semantic Segmentation
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic SegmentationComputer Vision and Pattern Recognition (CVPR), 2021
Pan Zhang
Bo Zhang
Ting Zhang
Dong Chen
Yong Wang
Fang Wen
414
559
0
26 Jan 2021
Improving Few-Shot Learning with Auxiliary Self-Supervised Pretext Tasks
Improving Few-Shot Learning with Auxiliary Self-Supervised Pretext Tasks
N. Simard
Guillaume Lagrange
SSL
97
7
0
24 Jan 2021
Self-Adaptive Training: Bridging Supervised and Self-Supervised Learning
Self-Adaptive Training: Bridging Supervised and Self-Supervised LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
Lang Huang
Chaoning Zhang
Hongyang R. Zhang
SSL
284
31
0
21 Jan 2021
Exponential Moving Average Normalization for Self-supervised and
  Semi-supervised Learning
Exponential Moving Average Normalization for Self-supervised and Semi-supervised LearningComputer Vision and Pattern Recognition (CVPR), 2021
Zhaowei Cai
Avinash Ravichandran
Subhransu Maji
Charless C. Fowlkes
Zhuowen Tu
Stefano Soatto
329
145
0
21 Jan 2021
TCLR: Temporal Contrastive Learning for Video Representation
TCLR: Temporal Contrastive Learning for Video RepresentationComputer Vision and Image Understanding (CVIU), 2021
I. Dave
Rohit Gupta
Mamshad Nayeem Rizve
Mubarak Shah
SSLAI4TS
379
208
0
20 Jan 2021
Momentum^2 Teacher: Momentum Teacher with Momentum Statistics for
  Self-Supervised Learning
Momentum^2 Teacher: Momentum Teacher with Momentum Statistics for Self-Supervised Learning
Zeming Li
Songtao Liu
Jian Sun
589
16
0
19 Jan 2021
Big Self-Supervised Models Advance Medical Image Classification
Big Self-Supervised Models Advance Medical Image ClassificationIEEE International Conference on Computer Vision (ICCV), 2021
Shekoofeh Azizi
Basil Mustafa
Fiona Ryan
Zach Beaver
Jan Freyberg
...
Alan Karthikesalingam
Simon Kornblith
Ting-Li Chen
Vivek Natarajan
Mohammad Norouzi
SSL
356
627
0
13 Jan 2021
SEED: Self-supervised Distillation For Visual Representation
SEED: Self-supervised Distillation For Visual RepresentationInternational Conference on Learning Representations (ICLR), 2021
Zhiyuan Fang
Jianfeng Wang
Lijuan Wang
Lei Zhang
Yezhou Yang
Zicheng Liu
SSL
504
209
0
12 Jan 2021
Explicit homography estimation improves contrastive self-supervised
  learning
Explicit homography estimation improves contrastive self-supervised learning
David Torpey
Richard Klein
SSL
153
0
0
12 Jan 2021
Self-Supervised Pretraining of 3D Features on any Point-Cloud
Self-Supervised Pretraining of 3D Features on any Point-CloudIEEE International Conference on Computer Vision (ICCV), 2021
Zaiwei Zhang
Rohit Girdhar
Armand Joulin
Ishan Misra
3DPC
451
319
0
07 Jan 2021
CLEAR: Contrastive Learning for Sentence Representation
CLEAR: Contrastive Learning for Sentence Representation
Zhuofeng Wu
Sinong Wang
Jiatao Gu
Madian Khabsa
Fei Sun
Hao Ma
SSL
254
344
0
31 Dec 2020
Learning by Ignoring, with Application to Domain Adaptation
Learning by Ignoring, with Application to Domain Adaptation
Xingchen Zhao
Xuehai He
P. Xie
103
1
0
28 Dec 2020
Self-supervised Pre-training with Hard Examples Improves Visual
  Representations
Self-supervised Pre-training with Hard Examples Improves Visual Representations
Chunyuan Li
Xiujun Li
Lei Zhang
Baolin Peng
Mingyuan Zhou
Jianfeng Gao
SSL
205
24
0
25 Dec 2020
P4Contrast: Contrastive Learning with Pairs of Point-Pixel Pairs for
  RGB-D Scene Understanding
P4Contrast: Contrastive Learning with Pairs of Point-Pixel Pairs for RGB-D Scene Understanding
Yunze Liu
Li Yi
Shanghang Zhang
Qingnan Fan
Thomas Funkhouser
Hao Dong
SSL
258
62
0
24 Dec 2020
Social NCE: Contrastive Learning of Socially-aware Motion
  Representations
Social NCE: Contrastive Learning of Socially-aware Motion RepresentationsIEEE International Conference on Computer Vision (ICCV), 2020
Yuejiang Liu
Qi Yan
Alexandre Alahi
516
115
0
21 Dec 2020
OBoW: Online Bag-of-Visual-Words Generation for Self-Supervised Learning
OBoW: Online Bag-of-Visual-Words Generation for Self-Supervised LearningComputer Vision and Pattern Recognition (CVPR), 2020
Spyros Gidaris
Andrei Bursuc
Gilles Puy
N. Komodakis
Matthieu Cord
P. Pérez
SSL
282
81
0
21 Dec 2020
Addressing Feature Suppression in Unsupervised Visual Representations
Addressing Feature Suppression in Unsupervised Visual RepresentationsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020
Tianhong Li
Lijie Fan
Yuan. Yuan
Hao He
Yonglong Tian
Rogerio Feris
Piotr Indyk
Dina Katabi
SSL
464
16
0
17 Dec 2020
ISD: Self-Supervised Learning by Iterative Similarity Distillation
ISD: Self-Supervised Learning by Iterative Similarity DistillationIEEE International Conference on Computer Vision (ICCV), 2020
Ajinkya Tejankar
Soroush Abbasi Koohpayegani
Vipin Pillai
Paolo Favaro
Hamed Pirsiavash
SSL
320
47
0
16 Dec 2020
Exploring Data-Efficient 3D Scene Understanding with Contrastive Scene
  Contexts
Exploring Data-Efficient 3D Scene Understanding with Contrastive Scene ContextsComputer Vision and Pattern Recognition (CVPR), 2020
Ji Hou
Benjamin Graham
Matthias Nießner
Saining Xie
3DPC
384
308
0
16 Dec 2020
Learning Category-level Shape Saliency via Deep Implicit Surface
  Networks
Learning Category-level Shape Saliency via Deep Implicit Surface Networks
Chaozheng Wu
Lin Sun
Xun Xu
Kui Jia
3DPC
96
0
0
14 Dec 2020
Deep Learning Methods For Synthetic Aperture Radar Image Despeckling: An
  Overview Of Trends And Perspectives
Deep Learning Methods For Synthetic Aperture Radar Image Despeckling: An Overview Of Trends And PerspectivesIEEE Geoscience and Remote Sensing Magazine (IEEE GRSM), 2020
Giulia Fracastoro
E. Magli
Giovanni Poggi
Giuseppe Scarpa
D. Valsesia
L. Verdoliva
236
81
0
10 Dec 2020
CASTing Your Model: Learning to Localize Improves Self-Supervised
  Representations
CASTing Your Model: Learning to Localize Improves Self-Supervised Representations
Ramprasaath R. Selvaraju
Karan Desai
Justin Johnson
Nikhil Naik
SSL
169
84
0
08 Dec 2020
Seed the Views: Hierarchical Semantic Alignment for Contrastive
  Representation Learning
Seed the Views: Hierarchical Semantic Alignment for Contrastive Representation Learning
Haohang Xu
Xiaopeng Zhang
Hao Li
Lingxi Xie
H. Xiong
Qi Tian
SSL
193
12
0
04 Dec 2020
Super-Selfish: Self-Supervised Learning on Images with PyTorch
Super-Selfish: Self-Supervised Learning on Images with PyTorch
Nicolas Wagner
Anirban Mukhopadhyay
SSL
152
0
0
04 Dec 2020
Towards Good Practices in Self-supervised Representation Learning
Towards Good Practices in Self-supervised Representation Learning
Srikar Appalaraju
Yi Zhu
Yusheng Xie
István Fehérvári
SSL
140
21
0
01 Dec 2020
Revisiting Unsupervised Meta-Learning via the Characteristics of
  Few-Shot Tasks
Revisiting Unsupervised Meta-Learning via the Characteristics of Few-Shot TasksIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020
Han-Jia Ye
Lu Han
De-Chuan Zhan
OffRLSSLVLM
194
36
0
30 Nov 2020
SIR: Self-supervised Image Rectification via Seeing the Same Scene from
  Multiple Different Lenses
SIR: Self-supervised Image Rectification via Seeing the Same Scene from Multiple Different LensesIEEE Transactions on Image Processing (TIP), 2020
Jinlong Fan
Jing Zhang
Dacheng Tao
203
13
0
30 Nov 2020
Self supervised contrastive learning for digital histopathology
Self supervised contrastive learning for digital histopathologyMachine Learning with Applications (MLWA), 2020
Ozan Ciga
Tony Xu
Anne L. Martel
SSL
355
364
0
27 Nov 2020
Generalization in Reinforcement Learning by Soft Data Augmentation
Generalization in Reinforcement Learning by Soft Data AugmentationIEEE International Conference on Robotics and Automation (ICRA), 2020
Nicklas Hansen
Xiaolong Wang
OffRL
303
212
0
26 Nov 2020
How Well Do Self-Supervised Models Transfer?
How Well Do Self-Supervised Models Transfer?Computer Vision and Pattern Recognition (CVPR), 2020
Linus Ericsson
Henry Gouk
Timothy M. Hospedales
SSL
388
303
0
26 Nov 2020
A Unified Mixture-View Framework for Unsupervised Representation
  Learning
A Unified Mixture-View Framework for Unsupervised Representation LearningBritish Machine Vision Conference (BMVC), 2020
Xiangxiang Chu
Xiaohang Zhan
Bo Zhang
SSL
178
1
0
26 Nov 2020
Can Temporal Information Help with Contrastive Self-Supervised Learning?
Can Temporal Information Help with Contrastive Self-Supervised Learning?
Yutong Bai
Haoqi Fan
Ishan Misra
Ganesh Venkatesh
Yongyi Lu
Yuyin Zhou
Qihang Yu
Vikas Chandra
Alan Yuille
199
41
0
25 Nov 2020
PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image
  Segmentation
PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image Segmentation
Yutong Xie
Jianpeng Zhang
Zehui Liao
Yong-quan Xia
Chunhua Shen
205
53
0
25 Nov 2020
Boosting Contrastive Self-Supervised Learning with False Negative
  Cancellation
Boosting Contrastive Self-Supervised Learning with False Negative CancellationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020
T. Huynh
Simon Kornblith
Matthew R. Walter
Michael Maire
M. Khademi
SSL
324
205
0
23 Nov 2020
Hierarchically Decoupled Spatial-Temporal Contrast for Self-supervised
  Video Representation Learning
Hierarchically Decoupled Spatial-Temporal Contrast for Self-supervised Video Representation LearningIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020
Zehua Zhang
David J. Crandall
AI4TSSSL
238
25
0
23 Nov 2020
CoMatch: Semi-supervised Learning with Contrastive Graph Regularization
CoMatch: Semi-supervised Learning with Contrastive Graph RegularizationIEEE International Conference on Computer Vision (ICCV), 2020
Junnan Li
Caiming Xiong
Guosheng Lin
SSL
283
307
0
23 Nov 2020
Exploring Simple Siamese Representation Learning
Exploring Simple Siamese Representation LearningComputer Vision and Pattern Recognition (CVPR), 2020
Xinlei Chen
Kaiming He
SSL
708
4,677
0
20 Nov 2020
Propagate Yourself: Exploring Pixel-Level Consistency for Unsupervised
  Visual Representation Learning
Propagate Yourself: Exploring Pixel-Level Consistency for Unsupervised Visual Representation LearningComputer Vision and Pattern Recognition (CVPR), 2020
Zhenda Xie
Yutong Lin
Zheng Zhang
Yue Cao
Stephen Lin
Han Hu
SSL
490
447
0
19 Nov 2020
Geography-Aware Self-Supervised Learning
Geography-Aware Self-Supervised LearningIEEE International Conference on Computer Vision (ICCV), 2020
Kumar Ayush
Burak Uzkent
Chenlin Meng
Kumar Tanmay
Marshall Burke
David B. Lobell
Stefano Ermon
SSL
747
287
0
19 Nov 2020
Can Semantic Labels Assist Self-Supervised Visual Representation
  Learning?
Can Semantic Labels Assist Self-Supervised Visual Representation Learning?AAAI Conference on Artificial Intelligence (AAAI), 2020
Longhui Wei
Lingxi Xie
Jianzhong He
Jianlong Chang
Xiaopeng Zhang
Wen-gang Zhou
Houqiang Li
Qi Tian
SSL
106
27
0
17 Nov 2020
AdCo: Adversarial Contrast for Efficient Learning of Unsupervised
  Representations from Self-Trained Negative Adversaries
AdCo: Adversarial Contrast for Efficient Learning of Unsupervised Representations from Self-Trained Negative AdversariesComputer Vision and Pattern Recognition (CVPR), 2020
Q. Hu
Tianlin Li
Wei Hu
Guo-Jun Qi
SSL
308
164
0
17 Nov 2020
Unsupervised Video Representation Learning by Bidirectional Feature
  Prediction
Unsupervised Video Representation Learning by Bidirectional Feature PredictionIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020
Nadine Behrmann
Juergen Gall
M. Noroozi
SSLMDE
146
31
0
11 Nov 2020
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