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Unsupervised Learning of Visual Features by Contrasting Cluster Assignments

17 June 2020

Papers citing "Unsupervised Learning of Visual Features by Contrasting Cluster Assignments"

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Title
Propagate Yourself: Exploring Pixel-Level Consistency for Unsupervised Visual Representation Learning Zhenda Xie Yutong Lin Zheng Zhang Yue Cao Stephen Lin Han Hu SSL 114 415 0 19 Nov 2020
UP-DETR: Unsupervised Pre-training for Object Detection with Transformers Zhigang Dai Bolun Cai Yugeng Lin Junying Chen ViT 70 22 0 18 Nov 2020
Can Semantic Labels Assist Self-Supervised Visual Representation Learning? Longhui Wei Lingxi Xie Jianzhong He Jianlong Chang Xiaopeng Zhang Wen-gang Zhou Houqiang Li Qi Tian SSL 55 25 0 17 Nov 2020
AdCo: Adversarial Contrast for Efficient Learning of Unsupervised Representations from Self-Trained Negative Adversaries Q. Hu Tianlin Li Wei Hu Guo-Jun Qi SSL 58 153 0 17 Nov 2020
Prototypical Contrast and Reverse Prediction: Unsupervised Skeleton Based Action Recognition Shihao Xu Haocong Rao Xiping Hu Bin Hu SSL 78 52 0 14 Nov 2020
Towards Domain-Agnostic Contrastive Learning Vikas Verma Minh-Thang Luong Kenji Kawaguchi Hieu H. Pham Quoc V. Le SSL 77 119 0 09 Nov 2020
CODER: Knowledge infused cross-lingual medical term embedding for term normalization Zheng Yuan Zhengyun Zhao Haixia Sun Jiao Li Fei Wang Sheng Yu MedIm 59 97 0 05 Nov 2020
Intriguing Properties of Contrastive Losses Ting Chen Calvin Luo Lala Li 69 177 0 05 Nov 2020
Center-wise Local Image Mixture For Contrastive Representation Learning Hao Li Xiaopeng Zhang H. Xiong 64 8 0 05 Nov 2020
Learning Visual Representations for Transfer Learning by Suppressing Texture Shlok Kumar Mishra Anshul B. Shah Ankan Bansal Janit Anjaria Jonghyun Choi Abhinav Shrivastava Abhishek Sharma David Jacobs SSL 77 11 0 03 Nov 2020
A Survey on Contrastive Self-supervised Learning Ashish Jaiswal Ashwin Ramesh Babu Mohammad Zaki Zadeh Debapriya Banerjee F. Makedon SSL 127 1,398 0 31 Oct 2020
Self-supervised Representation Learning for Evolutionary Neural Architecture Search Chen Wei Yiping Tang Chuang Niu Haihong Hu Yue Wang Jimin Liang 68 21 0 31 Oct 2020
CompRess: Self-Supervised Learning by Compressing Representations Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash SSL 66 91 0 28 Oct 2020
Quantifying Learnability and Describability of Visual Concepts Emerging in Representation Learning Iro Laina Ruth C. Fong Andrea Vedaldi OCL 61 13 0 27 Oct 2020
SlimIPL: Language-Model-Free Iterative Pseudo-Labeling Tatiana Likhomanenko Qiantong Xu Jacob Kahn Gabriel Synnaeve R. Collobert VLM 99 64 0 22 Oct 2020
BYOL works even without batch statistics Pierre Harvey Richemond Jean-Bastien Grill Florent Altché Corentin Tallec Florian Strub ... Samuel L. Smith Soham De Razvan Pascanu Bilal Piot Michal Valko SSL 295 115 0 20 Oct 2020
CLAR: Contrastive Learning of Auditory Representations Haider Al-Tahan Y. Mohsenzadeh SSL 174 56 0 19 Oct 2020
Representation Learning via Invariant Causal Mechanisms Jovana Mitrović Brian McWilliams Jacob Walker Lars Buesing Charles Blundell CML OOD SSL 65 250 0 15 Oct 2020
Viewmaker Networks: Learning Views for Unsupervised Representation Learning Alex Tamkin Mike Wu Noah D. Goodman SSL 104 64 0 14 Oct 2020
Self-Supervised Ranking for Representation Learning Ali Varamesh Ali Diba Tinne Tuytelaars Luc Van Gool SSL AI4TS 51 9 0 14 Oct 2020
Are all negatives created equal in contrastive instance discrimination? Tiffany Cai Jonathan Frankle D. Schwab Ari S. Morcos SSL 67 83 0 13 Oct 2020
MixCo: Mix-up Contrastive Learning for Visual Representation Sungnyun Kim Gihun Lee Sangmin Bae Seyoung Yun SSL 150 81 0 13 Oct 2020
Contrastive Representation Learning: A Framework and Review Phúc H. Lê Khắc Graham Healy Alan F. Smeaton SSL AI4TS 313 712 0 10 Oct 2020
Support-set bottlenecks for video-text representation learning Mandela Patrick Po-Yao (Bernie) Huang Yuki M. Asano Florian Metze Alexander G. Hauptmann João Henriques Andrea Vedaldi 85 248 0 06 Oct 2020
CO2: Consistent Contrast for Unsupervised Visual Representation Learning Chen Wei Huiyu Wang Wei Shen Alan Yuille SSL 83 63 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 95 79 0 05 Oct 2020
Robust High-dimensional Memory-augmented Neural Networks G. Karunaratne Manuel Schmuck Manuel Le Gallo G. Cherubini Luca Benini Abu Sebastian Abbas Rahimi 76 100 0 05 Oct 2020
EqCo: Equivalent Rules for Self-supervised Contrastive Learning Benjin Zhu Junqiang Huang Zeming Li Xiangyu Zhang Jian Sun SSL 63 13 0 05 Oct 2020
Consensus Clustering With Unsupervised Representation Learning Jayanth Reddy Regatti A. Deshmukh Eren Manavoglu Ürün Dogan OOD SSL 60 20 0 03 Oct 2020
Semi-Supervised Learning for Multi-Task Scene Understanding by Neural Graph Consensus Marius Leordeanu Mihai Cristian Pîrvu Dragos Costea Alina Marcu E. Slusanschi Rahul Sukthankar SSL 45 9 0 02 Oct 2020
Hard Negative Mixing for Contrastive Learning Yannis Kalantidis Mert Bulent Sariyildiz Noé Pion Philippe Weinzaepfel Diane Larlus SSL 134 645 0 02 Oct 2020
Understanding Self-supervised Learning with Dual Deep Networks Yuandong Tian Lantao Yu Xinlei Chen Surya Ganguli SSL 64 80 0 01 Oct 2020
MoPro: Webly Supervised Learning with Momentum Prototypes Junnan Li Caiming Xiong Guosheng Lin 140 95 0 17 Sep 2020
Improving colonoscopy lesion classification using semi-supervised deep learning M. Golhar Taylor L. Bobrow M. Khoshknab S. Jit S. Ngamruengphong Nicholas J. Durr SSL 45 16 0 07 Sep 2020
Delving into Inter-Image Invariance for Unsupervised Visual Representations Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL VLM 59 59 0 26 Aug 2020
Self-Supervised Learning for Large-Scale Unsupervised Image Clustering Evgenii Zheltonozhskii Chaim Baskin A. Bronstein A. Mendelson SSL 40 10 0 24 Aug 2020
Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination Xudong Wang Ziwei Liu Stella X. Yu SSL 68 76 0 09 Aug 2020
Spatiotemporal Contrastive Video Representation Learning Rui Qian Tianjian Meng Boqing Gong Ming-Hsuan Yang Haoran Wang Serge J. Belongie Huayu Chen SSL AI4TS 112 501 0 09 Aug 2020
Instance Selection for GANs Terrance Devries M. Drozdzal Graham W. Taylor 45 41 0 30 Jul 2020
Representation Learning with Video Deep InfoMax R. Devon Hjelm Philip Bachman SSL MDE 95 28 0 27 Jul 2020
Whitening for Self-Supervised Representation Learning Aleksandr Ermolov Aliaksandr Siarohin E. Sangineto N. Sebe SSL 93 315 0 13 Jul 2020
Supervision Accelerates Pre-training in Contrastive Semi-Supervised Learning of Visual Representations Mahmoud Assran Nicolas Ballas Lluis Castrejon Michael G. Rabbat SSL 24 3 0 18 Jun 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 137 1,630 0 15 Jun 2020
VirTex: Learning Visual Representations from Textual Annotations Karan Desai Justin Johnson SSL VLM 160 436 0 11 Jun 2020
Attentive WaveBlock: Complementarity-enhanced Mutual Networks for Unsupervised Domain Adaptation in Person Re-identification and Beyond Wenhao Wang Fang Zhao Tianran Ouyang Ling Shao 64 50 0 11 Jun 2020
Self-supervised Learning from a Multi-view Perspective Yao-Hung Hubert Tsai Yue Wu Ruslan Salakhutdinov Louis-Philippe Morency SSL 65 30 0 10 Jun 2020
Object Segmentation Without Labels with Large-Scale Generative Models A. Voynov S. Morozov Artem Babenko SSL OCL VLM 74 61 0 08 Jun 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 434 13,094 0 26 May 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong Guosheng Lin SSL DRL 139 975 0 11 May 2020
Does Visual Self-Supervision Improve Learning of Speech Representations for Emotion Recognition? Abhinav Shukla Stavros Petridis Maja Pantic SSL 70 28 0 04 May 2020