Improved Baselines with Momentum Contrastive Learning

9 March 2020

Papers citing "Improved Baselines with Momentum Contrastive Learning"

50 / 2,109 papers shown

Title
MoPro: Webly Supervised Learning with Momentum Prototypes Junnan Li Caiming Xiong Guosheng Lin 142 95 0 17 Sep 2020
SelfAugment: Automatic Augmentation Policies for Self-Supervised Learning Colorado Reed Sean L. Metzger A. Srinivas Trevor Darrell Kurt Keutzer SSL 91 49 0 16 Sep 2020
Contrastive Self-supervised Learning for Graph Classification Jiaqi Zeng P. Xie SSL 115 156 0 13 Sep 2020
Don't miss the Mismatch: Investigating the Objective Function Mismatch for Unsupervised Representation Learning Bonifaz Stuhr Jürgen Brauer 69 1 0 04 Sep 2020
A Framework For Contrastive Self-Supervised Learning And Designing A New Approach William Falcon Kyunghyun Cho SSL 80 104 0 31 Aug 2020
Langevin Cooling for Domain Translation Vignesh Srinivasan Klaus-Robert Muller Wojciech Samek Shinichi Nakajima 74 1 0 31 Aug 2020
Delving into Inter-Image Invariance for Unsupervised Visual Representations Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL VLM 76 59 0 26 Aug 2020
Self-Supervised Learning for Large-Scale Unsupervised Image Clustering Evgenii Zheltonozhskii Chaim Baskin A. Bronstein A. Mendelson SSL 52 10 0 24 Aug 2020
A Systematic Survey of Regularization and Normalization in GANs Ziqiang Li Muhammad Usman Rentuo Tao Pengfei Xia Xintian Wu Huanhuan Chen Bin Li 76 53 0 19 Aug 2020
What Should Not Be Contrastive in Contrastive Learning Tete Xiao Xiaolong Wang Alexei A. Efros Trevor Darrell SSL DRL 111 303 0 13 Aug 2020
Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination Xudong Wang Ziwei Liu Stella X. Yu SSL 72 76 0 09 Aug 2020
LoCo: Local Contrastive Representation Learning Yuwen Xiong Mengye Ren R. Urtasun SSL DRL 88 70 0 04 Aug 2020
Self-supervised Visual Attribute Learning for Fashion Compatibility Donghyun Kim Kuniaki Saito Samarth Mishra Stan Sclaroff Kate Saenko Bryan A. Plummer SSL 77 22 0 01 Aug 2020
Distilling Visual Priors from Self-Supervised Learning Bingchen Zhao Xin Wen SSL 56 16 0 01 Aug 2020
Augmented Skeleton Based Contrastive Action Learning with Momentum LSTM for Unsupervised Action Recognition Haocong Rao Shihao Xu Xiping Hu Jun Cheng Bin Hu 106 195 0 01 Aug 2020
Self-supervised learning through the eyes of a child A. Orhan Vaibhav Gupta Brenden M. Lake SSL 110 100 0 31 Jul 2020
Uncovering the structure of clinical EEG signals with self-supervised learning Hubert J. Banville O. Chehab Aapo Hyvarinen Denis A. Engemann Alexandre Gramfort 94 199 0 31 Jul 2020
Demystifying Contrastive Self-Supervised Learning: Invariances, Augmentations and Dataset Biases Senthil Purushwalkam Abhinav Gupta SSL 97 219 0 28 Jul 2020
K-Shot Contrastive Learning of Visual Features with Multiple Instance Augmentations Haohang Xu H. Xiong Guo-Jun Qi VLM 78 6 0 27 Jul 2020
Contrastive Visual-Linguistic Pretraining Lei Shi Kai Shuang Shijie Geng Peng Su Zhengkai Jiang Peng Gao Zuohui Fu Gerard de Melo Sen Su VLM SSL CLIP 105 29 0 26 Jul 2020
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation Cheng Ouyang C. Biffi Chen Chen Turkay Kart Huaqi Qiu Daniel Rueckert 104 210 0 20 Jul 2020
Multi-label Contrastive Predictive Coding Jiaming Song Stefano Ermon SSL VLM 80 50 0 20 Jul 2020
MIXÉM: Unsupervised Image Classification using a Mixture of Embeddings Ali Varamesh Tinne Tuytelaars VLM 54 4 0 18 Jul 2020
Hybrid Discriminative-Generative Training via Contrastive Learning Hao Liu Pieter Abbeel SSL 80 40 0 17 Jul 2020
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances Jihoon Tack Sangwoo Mo Jongheon Jeong Jinwoo Shin OODD 85 606 0 16 Jul 2020
Whitening for Self-Supervised Representation Learning Aleksandr Ermolov Aliaksandr Siarohin E. Sangineto N. Sebe SSL 112 316 0 13 Jul 2020
Contrastive Code Representation Learning Paras Jain Ajay Jain Tianjun Zhang Pieter Abbeel Joseph E. Gonzalez Ion Stoica SSL DRL 134 151 0 09 Jul 2020
Auxiliary Tasks Speed Up Learning PointGoal Navigation Joel Ye Dhruv Batra Erik Wijmans Abhishek Das 3DPC EgoV 108 79 0 09 Jul 2020
Self-supervised Neural Architecture Search Sapir Kaplan Raja Giryes SSL 70 12 0 03 Jul 2020
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval Lee Xiong Chenyan Xiong Ye Li Kwok-Fung Tang Jialin Liu Paul N. Bennett Junaid Ahmed Arnold Overwijk 147 1,238 0 01 Jul 2020
Debiased Contrastive Learning Ching-Yao Chuang Joshua Robinson Yen-Chen Lin Antonio Torralba Stefanie Jegelka SSL 136 569 0 01 Jul 2020
Video Representation Learning with Visual Tempo Consistency Ceyuan Yang Yinghao Xu Bo Dai Bolei Zhou 68 91 0 28 Jun 2020
On Equivariant and Invariant Learning of Object Landmark Representations Zezhou Cheng Jong-Chyi Su Subhransu Maji SSL 58 7 0 26 Jun 2020
Parametric Instance Classification for Unsupervised Visual Feature Learning Yue Cao Zhenda Xie B. Liu Yutong Lin Zheng Zhang Han Hu VLM 73 61 0 25 Jun 2020
Unsupervised Image Classification for Deep Representation Learning Weijie Chen Shiliang Pu Di Xie Shicai Yang Yilu Guo Luojun Lin SSL VLM 75 14 0 20 Jun 2020
Transfer Learning or Self-supervised Learning? A Tale of Two Pretraining Paradigms Xingyi Yang Xuehai He Yuxiao Liang Yue Yang Shanghang Zhang P. Xie SSL 77 43 0 19 Jun 2020
Contrastive learning of global and local features for medical image segmentation with limited annotations K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 95 553 0 18 Jun 2020
LSD-C: Linearly Separable Deep Clusters Sylvestre-Alvise Rebuffi Sébastien Ehrhardt Kai Han Andrea Vedaldi Andrew Zisserman 67 24 0 17 Jun 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 342 4,109 0 17 Jun 2020
Momentum Contrastive Learning for Few-Shot COVID-19 Diagnosis from Chest CT Images Xiaocong Chen Lina Yao Tao Zhou Jinming Dong Yu Zhang 79 172 0 16 Jun 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 211 1,645 0 15 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 475 6,864 0 13 Jun 2020
Are we done with ImageNet? Lucas Beyer Olivier J. Hénaff Alexander Kolesnikov Xiaohua Zhai Aaron van den Oord VLM 142 408 0 12 Jun 2020
What makes instance discrimination good for transfer learning? Nanxuan Zhao Zhirong Wu Rynson W. H. Lau Stephen Lin SSL 81 171 0 11 Jun 2020
Rethinking the Truly Unsupervised Image-to-Image Translation Kyungjune Baek Yunjey Choi Youngjung Uh Jaejun Yoo Hyunjung Shim VLM LRM 90 104 0 11 Jun 2020
Semi-Supervised Contrastive Learning with Generalized Contrastive Loss and Its Application to Speaker Recognition Nakamasa Inoue Keita Goto SSL 144 54 0 08 Jun 2020
On Mutual Information in Contrastive Learning for Visual Representations Mike Wu Chengxu Zhuang Milan Mossé Daniel L. K. Yamins Noah D. Goodman SSL 73 85 0 27 May 2020
SCAN: Learning to Classify Images without Labels Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Marc Proesmans Luc Van Gool VLM SSL 117 540 0 25 May 2020
What Makes for Good Views for Contrastive Learning? Yonglong Tian Chen Sun Ben Poole Dilip Krishnan Cordelia Schmid Phillip Isola SSL 122 1,340 0 20 May 2020
Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere Tongzhou Wang Phillip Isola SSL 185 1,865 0 20 May 2020