Improved Baselines with Momentum Contrastive Learning

9 March 2020

Papers citing "Improved Baselines with Momentum Contrastive Learning"

50 / 2,088 papers shown

Title
Improving Transformation Invariance in Contrastive Representation Learning Adam Foster Rattana Pukdee Tom Rainforth 51 22 0 19 Oct 2020
Federated Unsupervised Representation Learning Fengda Zhang Kun Kuang Zhaoyang You T. Shen Jun Xiao Yin Zhang Chao-Xiang Wu Yueting Zhuang Xiaolin Li FedML 20 133 0 18 Oct 2020
i-Mix: A Domain-Agnostic Strategy for Contrastive Representation Learning Kibok Lee Yian Zhu Kihyuk Sohn Chun-Liang Li Jinwoo Shin Honglak Lee SSL 17 26 0 17 Oct 2020
What Can You Learn from Your Muscles? Learning Visual Representation from Human Interactions Kiana Ehsani Daniel Gordon T. Nguyen Roozbeh Mottaghi Ali Farhadi 3DH SSL 10 2 0 16 Oct 2020
For self-supervised learning, Rationality implies generalization, provably Yamini Bansal Gal Kaplun Boaz Barak OOD SSL 50 22 0 16 Oct 2020
On the surprising similarities between supervised and self-supervised models Robert Geirhos Kantharaju Narayanappa Benjamin Mitzkus Matthias Bethge Felix Wichmann Wieland Brendel OOD SSL DRL 69 46 0 16 Oct 2020
Representation Learning via Invariant Causal Mechanisms Jovana Mitrović Brian McWilliams Jacob Walker Lars Buesing Charles Blundell CML OOD SSL 23 247 0 15 Oct 2020
Masked Contrastive Representation Learning for Reinforcement Learning Jinhua Zhu Yingce Xia Lijun Wu Jiajun Deng Wen-gang Zhou Tao Qin Houqiang Li SSL OffRL 26 55 0 15 Oct 2020
Viewmaker Networks: Learning Views for Unsupervised Representation Learning Alex Tamkin Mike Wu Noah D. Goodman SSL 20 64 0 14 Oct 2020
Are all negatives created equal in contrastive instance discrimination? Tiffany Cai Jonathan Frankle D. Schwab Ari S. Morcos SSL 8 81 0 13 Oct 2020
MixCo: Mix-up Contrastive Learning for Visual Representation Sungnyun Kim Gihun Lee Sangmin Bae Seyoung Yun SSL 104 80 0 13 Oct 2020
Contrast and Classify: Training Robust VQA Models Yash Kant A. Moudgil Dhruv Batra Devi Parikh Harsh Agrawal 19 5 0 13 Oct 2020
MoCo-CXR: MoCo Pretraining Improves Representation and Transferability of Chest X-ray Models Hari Sowrirajan Jingbo Yang A. Ng Pranav Rajpurkar 16 86 0 11 Oct 2020
Contrastive Learning with Hard Negative Samples Joshua Robinson Ching-Yao Chuang S. Sra Stefanie Jegelka SSL 49 759 0 09 Oct 2020
Theoretical Analysis of Self-Training with Deep Networks on Unlabeled Data Colin Wei Kendrick Shen Yining Chen Tengyu Ma SSL 15 224 0 07 Oct 2020
Unsupervised Representation Learning by InvariancePropagation Feng Wang Huaping Liu Di Guo F. Sun SSL 31 33 0 07 Oct 2020
Representation learning from videos in-the-wild: An object-centric approach Rob Romijnders Aravindh Mahendran Michael Tschannen Josip Djolonga Marvin Ritter N. Houlsby Mario Lucic OCL SSL 14 8 0 06 Oct 2020
Do Explicit Alignments Robustly Improve Multilingual Encoders? Shijie Wu Mark Dredze 12 7 0 06 Oct 2020
Shot in the Dark: Few-Shot Learning with No Base-Class Labels Z. Chen Subhransu Maji Erik Learned-Miller SSL VLM 8 19 0 06 Oct 2020
CO2: Consistent Contrast for Unsupervised Visual Representation Learning Chen Wei Huiyu Wang Wei Shen Alan Yuille SSL 20 62 0 05 Oct 2020
A Simple Framework for Uncertainty in Contrastive Learning Mike Wu Noah D. Goodman UQCV 12 18 0 05 Oct 2020
Conditional Negative Sampling for Contrastive Learning of Visual Representations Mike Wu Milan Mossé Chengxu Zhuang Daniel L. K. Yamins Noah D. Goodman SSL 23 77 0 05 Oct 2020
EqCo: Equivalent Rules for Self-supervised Contrastive Learning Benjin Zhu Junqiang Huang Zeming Li Xiangyu Zhang Jian-jun Sun SSL 9 13 0 05 Oct 2020
Integrating Categorical Semantics into Unsupervised Domain Translation Samuel Lavoie-Marchildon Faruk Ahmed Aaron Courville 20 5 0 03 Oct 2020
Hard Negative Mixing for Contrastive Learning Yannis Kalantidis Mert Bulent Sariyildiz Noé Pion Philippe Weinzaepfel Diane Larlus SSL 27 628 0 02 Oct 2020
Contrastive Learning of Medical Visual Representations from Paired Images and Text Yuhao Zhang Hang Jiang Yasuhide Miura Christopher D. Manning C. Langlotz MedIm 24 730 0 02 Oct 2020
Understanding Self-supervised Learning with Dual Deep Networks Yuandong Tian Lantao Yu Xinlei Chen Surya Ganguli SSL 13 78 0 01 Oct 2020
Joint Contrastive Learning with Infinite Possibilities Qi Cai Yu Wang Yingwei Pan Ting Yao Tao Mei VLM 9 60 0 30 Sep 2020
Beneficial Perturbations Network for Defending Adversarial Examples Shixian Wen A. Rios Laurent Itti AAML 6 1 0 27 Sep 2020
MoPro: Webly Supervised Learning with Momentum Prototypes Junnan Li Caiming Xiong S. Hoi 21 94 0 17 Sep 2020
SelfAugment: Automatic Augmentation Policies for Self-Supervised Learning Colorado Reed Sean L. Metzger A. Srinivas Trevor Darrell Kurt Keutzer SSL 22 49 0 16 Sep 2020
Contrastive Self-supervised Learning for Graph Classification Jiaqi Zeng P. Xie SSL 25 152 0 13 Sep 2020
Don't miss the Mismatch: Investigating the Objective Function Mismatch for Unsupervised Representation Learning Bonifaz Stuhr Jürgen Brauer 13 1 0 04 Sep 2020
A Framework For Contrastive Self-Supervised Learning And Designing A New Approach William Falcon Kyunghyun Cho SSL 11 103 0 31 Aug 2020
Langevin Cooling for Domain Translation Vignesh Srinivasan Klaus-Robert Muller Wojciech Samek Shinichi Nakajima 28 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 13 58 0 26 Aug 2020
Self-Supervised Learning for Large-Scale Unsupervised Image Clustering Evgenii Zheltonozhskii Chaim Baskin A. Bronstein A. Mendelson SSL 6 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 22 49 0 19 Aug 2020
What Should Not Be Contrastive in Contrastive Learning Tete Xiao Xiaolong Wang Alexei A. Efros Trevor Darrell SSL DRL 8 298 0 13 Aug 2020
Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination Xudong Wang Ziwei Liu Stella X. Yu SSL 4 76 0 09 Aug 2020
LoCo: Local Contrastive Representation Learning Yuwen Xiong Mengye Ren R. Urtasun SSL DRL 25 69 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 11 22 0 01 Aug 2020
Distilling Visual Priors from Self-Supervised Learning Bingchen Zhao Xin Wen SSL 6 14 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 22 191 0 01 Aug 2020
Self-supervised learning through the eyes of a child A. Orhan Vaibhav Gupta Brenden Lake SSL 12 100 0 31 Jul 2020
Uncovering the structure of clinical EEG signals with self-supervised learning Hubert J. Banville O. Chehab Aapo Hyvarinen D. Engemann Alexandre Gramfort 23 195 0 31 Jul 2020
Demystifying Contrastive Self-Supervised Learning: Invariances, Augmentations and Dataset Biases Senthil Purushwalkam Abhinav Gupta SSL 8 213 0 28 Jul 2020
K-Shot Contrastive Learning of Visual Features with Multiple Instance Augmentations Haohang Xu H. Xiong Guo-Jun Qi VLM 18 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 25 29 0 26 Jul 2020
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation C. Ouyang C. Biffi C. L. P. Chen Turkay Kart Huaqi Qiu Daniel Rueckert 20 205 0 20 Jul 2020