Prototypical Contrastive Learning of Unsupervised Representations

11 May 2020

Papers citing "Prototypical Contrastive Learning of Unsupervised Representations"

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Title
You Never Cluster Alone Yuming Shen Ziyi Shen Menghan Wang Jie Qin Philip H. S. Torr Ling Shao SSL 10 42 0 03 Jun 2021
Unsupervised Visual Representation Learning by Online Constrained K-Means Qi Qian Yuanhong Xu Juhua Hu Hao Li R. L. Jin CML SSL 10 33 0 24 May 2021
Divide and Contrast: Self-supervised Learning from Uncurated Data Yonglong Tian Olivier J. Hénaff Aaron van den Oord SSL 51 96 0 17 May 2021
Semi-supervised Contrastive Learning with Similarity Co-calibration Yuhang Zhang Xiaopeng Zhang Robert C. Qiu Jie Li Haohang Xu Qi Tian SSL 8 60 0 16 May 2021
VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning Adrien Bardes Jean Ponce Yann LeCun SSL DML 47 900 0 11 May 2021
Contrastive Attraction and Contrastive Repulsion for Representation Learning Huangjie Zheng Xu Chen Jiangchao Yao Hongxia Yang Chunyuan Li Ya-Qin Zhang Hao Zhang Ivor Tsang Jingren Zhou Mingyuan Zhou SSL 36 12 0 08 May 2021
Prototype Memory for Large-scale Face Representation Learning Evgeny Smirnov Nikita Garaev V. Galyuk Evgeny Lukyanets CVBM 21 3 0 05 May 2021
MiCE: Mixture of Contrastive Experts for Unsupervised Image Clustering Tsung Wei Tsai Chongxuan Li Jun Zhu 11 58 0 05 May 2021
On Feature Decorrelation in Self-Supervised Learning Tianyu Hua Wenxiao Wang Zihui Xue Sucheng Ren Yue Wang Hang Zhao SSL OOD 117 187 0 02 May 2021
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations Debidatta Dwibedi Y. Aytar Jonathan Tompson P. Sermanet Andrew Zisserman SSL 188 452 0 29 Apr 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 314 5,773 0 29 Apr 2021
Multimodal Clustering Networks for Self-supervised Learning from Unlabeled Videos Brian Chen Andrew Rouditchenko Kevin Duarte Hilde Kuehne Samuel Thomas ... Rogerio Feris David F. Harwath James R. Glass M. Picheny Shih-Fu Chang SSL 30 89 0 26 Apr 2021
Exploring Visual Engagement Signals for Representation Learning Menglin Jia Zuxuan Wu A. Reiter Claire Cardie Serge J. Belongie Ser-Nam Lim 19 13 0 15 Apr 2021
Contrastive Learning with Stronger Augmentations Xiao Wang Guo-Jun Qi CLL 17 219 0 15 Apr 2021
Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding Vladan Stojnić Vladimir Risojević SSL 14 108 0 14 Apr 2021
SiT: Self-supervised vIsion Transformer Sara Atito Ali Ahmed Muhammad Awais J. Kittler ViT 33 139 0 08 Apr 2021
Jigsaw Clustering for Unsupervised Visual Representation Learning Pengguang Chen Shu-Lin Liu Jiaya Jia SSL VLM 25 52 0 01 Apr 2021
Prototypical Cross-domain Self-supervised Learning for Few-shot Unsupervised Domain Adaptation Xiangyu Yue Zangwei Zheng Shanghang Zhang Yang Gao Trevor Darrell Kurt Keutzer Alberto L. Sangiovanni-Vincentelli 28 152 0 31 Mar 2021
Self-Supervised Training Enhances Online Continual Learning Jhair Gallardo Tyler L. Hayes Christopher Kanan CLL 25 68 0 25 Mar 2021
Vectorization and Rasterization: Self-Supervised Learning for Sketch and Handwriting A. Bhunia Pinaki Nath Chowdhury Yongxin Yang Timothy M. Hospedales Tao Xiang Yi-Zhe Song SSL 15 59 0 25 Mar 2021
Supporting Clustering with Contrastive Learning Dejiao Zhang Feng Nan Xiaokai Wei Shang-Wen Li Henghui Zhu Kathleen McKeown Ramesh Nallapati Andrew O. Arnold Bing Xiang SSL 25 195 0 24 Mar 2021
Characterizing and Improving the Robustness of Self-Supervised Learning through Background Augmentations Chaitanya K. Ryali D. Schwab Ari S. Morcos SSL 24 9 0 23 Mar 2021
Self-Supervised Classification Network Elad Amrani Leonid Karlinsky A. Bronstein SSL 18 28 0 19 Mar 2021
Space-Time Crop & Attend: Improving Cross-modal Video Representation Learning Mandela Patrick Yuki M. Asano Bernie Huang Ishan Misra Florian Metze Joao Henriques Andrea Vedaldi AI4TS 16 33 0 18 Mar 2021
Joint Noise-Tolerant Learning and Meta Camera Shift Adaptation for Unsupervised Person Re-Identification Fengxiang Yang Zhun Zhong Zhiming Luo Yuanzheng Cai Yaojin Lin Shaozi Li N. Sebe NoLa 14 111 0 08 Mar 2021
Deep Clustering by Semantic Contrastive Learning Jiabo Huang S. Gong 17 15 0 03 Mar 2021
Self-supervised Pretraining of Visual Features in the Wild Priya Goyal Mathilde Caron Benjamin Lefaudeux Min Xu Pengchao Wang ... Mannat Singh Vitaliy Liptchinsky Ishan Misra Armand Joulin Piotr Bojanowski VLM SSL 13 270 0 02 Mar 2021
SoundCLR: Contrastive Learning of Representations For Improved Environmental Sound Classification Alireza Nasiri Jianjun Hu 17 17 0 02 Mar 2021
Highly Efficient Representation and Active Learning Framework and Its Application to Imbalanced Medical Image Classification Heng Hao H. Moon Sima Didari J. Woo P. Bangert AI4TS 14 0 0 25 Feb 2021
Learning Disentangled Representation by Exploiting Pretrained Generative Models: A Contrastive Learning View Xuanchi Ren Tao Yang Yuwang Wang W. Zeng CoGe OCL DRL 31 36 0 21 Feb 2021
Understanding Negative Samples in Instance Discriminative Self-supervised Representation Learning Kento Nozawa Issei Sato SSL 16 43 0 13 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 298 3,693 0 11 Feb 2021
Train a One-Million-Way Instance Classifier for Unsupervised Visual Representation Learning Yu Liu Lianghua Huang Pan Pan Bin Wang Yinghui Xu R. L. Jin SSL 21 3 0 09 Feb 2021
Unified Framework for Feature Extraction based on Contrastive Learning Hongjie Zhang SSL 11 12 0 25 Jan 2021
Self-Adaptive Training: Bridging Supervised and Self-Supervised Learning Lang Huang Chaoning Zhang Hongyang R. Zhang SSL 22 24 0 21 Jan 2021
Exponential Moving Average Normalization for Self-supervised and Semi-supervised Learning Zhaowei Cai Avinash Ravichandran Subhransu Maji Charless C. Fowlkes Z. Tu Stefano Soatto 36 118 0 21 Jan 2021
Momentum^2 Teacher: Momentum Teacher with Momentum Statistics for Self-Supervised Learning Zeming Li Songtao Liu Jian-jun Sun 42 16 0 19 Jan 2021
SEED: Self-supervised Distillation For Visual Representation Zhiyuan Fang Jianfeng Wang Lijuan Wang Lei Zhang Yezhou Yang Zicheng Liu SSL 236 190 0 12 Jan 2021
Self-Supervised Multimodal Domino: in Search of Biomarkers for Alzheimer's Disease A. Fedorov Tristan Sylvain Eloy P. T. Geenjaar Margaux Luck Lei Wu T. DeRamus Alex Kirilin Dmitry Bleklov Vince D. Calhoun Sergey Plis SSL 15 13 0 25 Dec 2020
Self-supervised Pre-training with Hard Examples Improves Visual Representations Chunyuan Li Xiujun Li Lei Zhang Baolin Peng Mingyuan Zhou Jianfeng Gao SSL 22 24 0 25 Dec 2020
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 26 58 0 24 Dec 2020
OBoW: Online Bag-of-Visual-Words Generation for Self-Supervised Learning Spyros Gidaris Andrei Bursuc Gilles Puy N. Komodakis Matthieu Cord P. Pérez SSL 22 70 0 21 Dec 2020
Self-supervised Text-independent Speaker Verification using Prototypical Momentum Contrastive Learning Wei Xia Chunlei Zhang Chao Weng Meng Yu Dong Yu SSL 14 77 0 13 Dec 2020
Contrastive Learning for Label-Efficient Semantic Segmentation Xiangyu Zhao Raviteja Vemulapalli Philip Mansfield Boqing Gong Bradley Green Lior Shapira Ying Nian Wu SSL SSeg 24 174 0 13 Dec 2020
CASTing Your Model: Learning to Localize Improves Self-Supervised Representations Ramprasaath R. Selvaraju Karan Desai Justin Johnson Nikhil Naik SSL 22 79 0 08 Dec 2020
Seed the Views: Hierarchical Semantic Alignment for Contrastive Representation Learning Haohang Xu Xiaopeng Zhang Hao Li Lingxi Xie H. Xiong Qi Tian SSL 6 12 0 04 Dec 2020
CROCS: Clustering and Retrieval of Cardiac Signals Based on Patient Disease Class, Sex, and Age Dani Kiyasseh T. Zhu David A. Clifton 17 9 0 28 Nov 2020
How Well Do Self-Supervised Models Transfer? Linus Ericsson H. Gouk Timothy M. Hospedales SSL 32 274 0 26 Nov 2020
Boosting Contrastive Self-Supervised Learning with False Negative Cancellation T. Huynh Simon Kornblith Matthew R. Walter Michael Maire M. Khademi SSL 11 165 0 23 Nov 2020
CoMatch: Semi-supervised Learning with Contrastive Graph Regularization Junnan Li Caiming Xiong S. Hoi SSL 19 252 0 23 Nov 2020