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With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations

29 April 2021

Papers citing "With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations"

32 / 282 papers shown

Title
Constrained Mean Shift Using Distant Yet Related Neighbors for Representation Learning K. Navaneet Soroush Abbasi Koohpayegani Ajinkya Tejankar Kossar Pourahmadi Akshayvarun Subramanya Hamed Pirsiavash SSL 70 8 0 08 Dec 2021
Revisiting Contrastive Learning through the Lens of Neighborhood Component Analysis: an Integrated Framework Ching-Yun Ko Jeet Mohapatra Sijia Liu Pin-Yu Chen Lucani E. Daniel Lily Weng SSL 79 14 0 08 Dec 2021
Self-Supervised Models are Continual Learners Enrico Fini Victor G. Turrisi da Costa Xavier Alameda-Pineda Elisa Ricci Alahari Karteek Julien Mairal BDL CLL SSL 102 167 0 08 Dec 2021
ViewCLR: Learning Self-supervised Video Representation for Unseen Viewpoints Srijan Das Michael S. Ryoo SSL 90 20 0 07 Dec 2021
Contrastive Learning from Extremely Augmented Skeleton Sequences for Self-supervised Action Recognition Tianyu Guo Hong Liu Zhan Chen Mengyuan Liu Tao Wang Runwei Ding SSL 89 155 0 07 Dec 2021
The Surprising Effectiveness of Representation Learning for Visual Imitation Jyothish Pari Nur Muhammad (Mahi) Shafiullah Sridhar Pandian Arunachalam Lerrel Pinto SSL 107 171 0 02 Dec 2021
Revisiting the Transferability of Supervised Pretraining: an MLP Perspective Yizhou Wang Shixiang Tang Feng Zhu Lei Bai Rui Zhao Donglian Qi Wanli Ouyang 93 53 0 01 Dec 2021
Similarity Contrastive Estimation for Self-Supervised Soft Contrastive Learning J. Denize Jaonary Rabarisoa Astrid Orcesi Romain Hérault S. Canu SSL 47 30 0 29 Nov 2021
ContIG: Self-supervised Multimodal Contrastive Learning for Medical Imaging with Genetics Aiham Taleb Matthias Kirchler Remo Monti C. Lippert SSL MedIm 72 58 0 26 Nov 2021
Self-Distilled Self-Supervised Representation Learning Jiho Jang Seonhoon Kim Kiyoon Yoo Chaerin Kong Jang-Hyun Kim Nojun Kwak SSL 94 15 0 25 Nov 2021
Learning to Align Sequential Actions in the Wild Weizhe Liu Bugra Tekin Huseyin Coskun Vibhav Vineet Pascal Fua Marc Pollefeys 73 24 0 17 Nov 2021
Probabilistic Contrastive Learning for Domain Adaptation Junjie Li Yixin Zhang Zilei Wang Saihui Hou Keyu Tu Man Zhang 148 15 0 11 Nov 2021
Contrast and Mix: Temporal Contrastive Video Domain Adaptation with Background Mixing Aadarsh Sahoo Rutav Shah Yikang Shen Kate Saenko Abir Das 66 65 0 28 Oct 2021
Understanding Dimensional Collapse in Contrastive Self-supervised Learning Li Jing Pascal Vincent Yann LeCun Yuandong Tian SSL 120 359 0 18 Oct 2021
Decoupled Contrastive Learning Chun-Hsiao Yeh Cheng-Yao Hong Yen-Chi Hsu Tyng-Luh Liu Yubei Chen Yann LeCun 241 191 0 13 Oct 2021
Supervision Exists Everywhere: A Data Efficient Contrastive Language-Image Pre-training Paradigm Yangguang Li Feng Liang Lichen Zhao Yufeng Cui Wanli Ouyang Jing Shao F. Yu Junjie Yan VLM CLIP 162 458 0 11 Oct 2021
Exploiting the Intrinsic Neighborhood Structure for Source-free Domain Adaptation Shiqi Yang Yaxing Wang Joost van de Weijer Luis Herranz Shangling Jui TTA 144 248 0 08 Oct 2021
PASS: An ImageNet replacement for self-supervised pretraining without humans Yuki M. Asano Christian Rupprecht Andrew Zisserman Andrea Vedaldi VLM SSL 100 58 0 27 Sep 2021
Supervised Contrastive Learning for Multimodal Unreliable News Detection in COVID-19 Pandemic Wenjia Zhang Lin Gui Yulan He 63 33 0 04 Sep 2021
Clustering-Based Representation Learning through Output Translation and Its Application to Remote--Sensing Images Qing Li Bin Li J. Garibaldi Guoping Qiu SSL 50 4 0 13 Jul 2021
Bag of Instances Aggregation Boosts Self-supervised Distillation Haohang Xu Jiemin Fang Xiaopeng Zhang Lingxi Xie Xinggang Wang Wenrui Dai H. Xiong Qi Tian SSL 104 22 0 04 Jul 2021
Unsupervised Object-Level Representation Learning from Scene Images Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL OCL 70 77 0 22 Jun 2021
Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Luc Van Gool SSL 136 66 0 10 Jun 2021
Interpretable agent communication from scratch (with a generic visual processor emerging on the side) Roberto Dessì Eugene Kharitonov Marco Baroni 91 28 0 08 Jun 2021
Efficient Training of Visual Transformers with Small Datasets Yahui Liu E. Sangineto Wei Bi N. Sebe Bruno Lepri Marco De Nadai ViT 75 174 0 07 Jun 2021
Unsupervised Visual Representation Learning by Online Constrained K-Means Qi Qian Yuanhong Xu Juhua Hu Hao Li Rong Jin CML SSL 77 36 0 24 May 2021
Contrastive Attraction and Contrastive Repulsion for Representation Learning Huangjie Zheng Xu Chen Jiangchao Yao Hongxia Yang Chunyuan Li Ya Zhang Hao Zhang Ivor Tsang Jingren Zhou Mingyuan Zhou SSL 100 12 0 08 May 2021
Self-Supervised Classification Network Elad Amrani Leonid Karlinsky A. Bronstein SSL 66 29 0 19 Mar 2021
CoDeGAN: Contrastive Disentanglement for Generative Adversarial Network Lili Pan Peijun Tang Zhiyong Chen Zenglin Xu GAN DRL 57 5 0 05 Mar 2021
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
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 318 4,107 0 17 Jun 2020
ClusterFit: Improving Generalization of Visual Representations Xueting Yan Ishan Misra Abhinav Gupta Deepti Ghadiyaram D. Mahajan SSL VLM 134 133 0 06 Dec 2019