Prototypical Contrastive Learning of Unsupervised Representations

11 May 2020

Papers citing "Prototypical Contrastive Learning of Unsupervised Representations"

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Title
Revitalizing CNN Attentions via Transformers in Self-Supervised Visual Representation Learning Chongjian Ge Youwei Liang Yibing Song Jianbo Jiao Jue Wang Ping Luo ViT 18 36 0 11 Oct 2021
Multi-Class Cell Detection Using Spatial Context Representation Shahira Abousamra David Belinsky John S. Van Arnam F. Allard E. Yee Rajarsi R. Gupta Tahsin M. Kurc Dimitris Samaras Joel H. Saltz Chao Chen 27 32 0 10 Oct 2021
Weakly Supervised Contrastive Learning Mingkai Zheng Fei-Yue Wang Shan You Chao Qian Changshui Zhang Xiaogang Wang Chang Xu SSL 29 121 0 10 Oct 2021
Bridge to Target Domain by Prototypical Contrastive Learning and Label Confusion: Re-explore Zero-Shot Learning for Slot Filling Liwen Wang Xuefeng Li Jiachi Liu Keqing He Yuanmeng Yan Weiran Xu VLM 47 24 0 07 Oct 2021
Unsupervised Image Decomposition with Phase-Correlation Networks Angel Villar-Corrales Sven Behnke OCL 27 4 0 07 Oct 2021
PASS: An ImageNet replacement for self-supervised pretraining without humans Yuki M. Asano Christian Rupprecht Andrew Zisserman Andrea Vedaldi VLM SSL 13 57 0 27 Sep 2021
Compressive Visual Representations Kuang-Huei Lee Anurag Arnab S. Guadarrama John F. Canny Ian S. Fischer SSL 62 48 0 27 Sep 2021
Click-through Rate Prediction with Auto-Quantized Contrastive Learning Yujie Pan Jiangchao Yao Bo Han Kunyang Jia Ya-Qin Zhang Hongxia Yang MQ 25 18 0 27 Sep 2021
Cluster Analysis with Deep Embeddings and Contrastive Learning Ramakrishnan Sundareswaran Jansel Herrera-Gerena John Just Ali Janessari SSL DRL 25 4 0 26 Sep 2021
Multi-source Few-shot Domain Adaptation Xiangyu Yue Zangwei Zheng Colorado Reed Hari Prasanna Das Kurt Keutzer Alberto L. Sangiovanni-Vincentelli 27 12 0 25 Sep 2021
FedProc: Prototypical Contrastive Federated Learning on Non-IID data Xutong Mu Yulong Shen Ke Cheng Xueli Geng Jiaxuan Fu Tao Zhang Zhiwei Zhang FedML 40 162 0 25 Sep 2021
Contrastive Learning for Fair Representations Aili Shen Xudong Han Trevor Cohn Timothy Baldwin Lea Frermann FaML 39 33 0 22 Sep 2021
Online Unsupervised Learning of Visual Representations and Categories Mengye Ren Tyler R. Scott Michael L. Iuzzolino Michael C. Mozer R. Zemel OCL SSL 22 4 0 13 Sep 2021
Contrastive Quantization with Code Memory for Unsupervised Image Retrieval Jinpeng Wang Ziyun Zeng Bin Chen Tao Dai Shutao Xia MQ 36 45 0 11 Sep 2021
X-GOAL: Multiplex Heterogeneous Graph Prototypical Contrastive Learning Baoyu Jing Shengyu Feng Yuejia Xiang Xi Chen Yu Chen Hanghang Tong 39 27 0 08 Sep 2021
Multi-Sample based Contrastive Loss for Top-k Recommendation H. Tang Guoshuai Zhao Yuxia Wu Xueming Qian 23 32 0 01 Sep 2021
LocTex: Learning Data-Efficient Visual Representations from Localized Textual Supervision Zhijian Liu Simon Stent Jie Li John Gideon Song Han VLM 22 10 0 26 Aug 2021
Unsupervised Local Discrimination for Medical Images Huai Chen Renzhen Wang Xiuying Wang Jieyu Li Qu Fang Hui Li Jianhao Bai Qing Peng Deyu Meng Lisheng Wang SSL 18 7 0 21 Aug 2021
Self-Supervised Pretraining and Controlled Augmentation Improve Rare Wildlife Recognition in UAV Images Xiaochen Zheng B. Kellenberger R. Gong I. Hajnsek D. Tuia 22 12 0 17 Aug 2021
A Systematic Benchmarking Analysis of Transfer Learning for Medical Image Analysis M. Taher F. Haghighi Ruibin Feng Michael B. Gotway Jianming Liang 23 67 0 12 Aug 2021
Neighborhood Consensus Contrastive Learning for Backward-Compatible Representation Shengsen Wu Liang Chen Yihang Lou Yan Bai Tao Bai Minghua Deng Ling-yu Duan 19 8 0 07 Aug 2021
A Low Rank Promoting Prior for Unsupervised Contrastive Learning Yu Wang Jingyang Lin Qi Cai Yingwei Pan Ting Yao Hongyang Chao Tao Mei SSL 27 16 0 05 Aug 2021
Enhancing Self-supervised Video Representation Learning via Multi-level Feature Optimization Rui Qian Yuxi Li Huabin Liu John See Shuangrui Ding Xian Liu Dian Li Weiyao Lin 30 42 0 04 Aug 2021
Clustering by Maximizing Mutual Information Across Views Kien Do T. Tran Svetha Venkatesh VLM SSL 11 37 0 24 Jul 2021
Multi-Label Image Classification with Contrastive Learning Son D.Dao Ethan Zhao D.Q. Phung Jianfei Cai SSL 13 25 0 24 Jul 2021
ReSSL: Relational Self-Supervised Learning with Weak Augmentation Mingkai Zheng Shan You Fei-Yue Wang Chao Qian Changshui Zhang Xiaogang Wang Chang Xu 21 112 0 20 Jul 2021
OODformer: Out-Of-Distribution Detection Transformer Rajat Koner Poulami Sinhamahapatra Karsten Roscher Stephan Günnemann Volker Tresp ViT 12 40 0 19 Jul 2021
Unsupervised Embedding Learning from Uncertainty Momentum Modeling Jiahuan Zhou Yansong Tang Bing-Huang Su Ying Nian Wu 13 1 0 19 Jul 2021
Contrastive Predictive Coding for Anomaly Detection Puck de Haan Sindy Löwe UQCV SSL 29 19 0 16 Jul 2021
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation Junnan Li Ramprasaath R. Selvaraju Akhilesh Deepak Gotmare Shafiq R. Joty Caiming Xiong S. Hoi FaML 53 1,884 0 16 Jul 2021
Contrastive Multimodal Fusion with TupleInfoNCE Yunze Liu Qingnan Fan Shanghang Zhang Hao Dong Thomas Funkhouser Li Yi 29 66 0 06 Jul 2021
Do Different Tracking Tasks Require Different Appearance Models? Zhongdao Wang Hengshuang Zhao Yali Li Shengjin Wang Philip H. S. Torr Luca Bertinetto 34 81 0 05 Jul 2021
UCSL : A Machine Learning Expectation-Maximization framework for Unsupervised Clustering driven by Supervised Learning Robin Louiset Pietro Gori Benoit Dufumier J. Houenou Antoine Grigis Edouard Duchesnay 18 2 0 05 Jul 2021
A Theory-Driven Self-Labeling Refinement Method for Contrastive Representation Learning Pan Zhou Caiming Xiong Xiaotong Yuan S. Hoi SSL 14 12 0 28 Jun 2021
Unsupervised Object-Level Representation Learning from Scene Images Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL OCL 28 73 0 22 Jun 2021
Global and Local Contrastive Self-Supervised Learning for Semantic Segmentation of HR Remote Sensing Images Haifeng Li Yi Li Guo Zhang Ruoyun Liu Haozhe Huang Qing Zhu Chao Tao SSL 22 114 0 20 Jun 2021
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting Martine Toering Ioannis Gatopoulos M. Stol Vincent Tao Hu SSL 30 11 0 18 Jun 2021
Residual Contrastive Learning for Image Reconstruction: Learning Transferable Representations from Noisy Images Nanqing Dong Matteo Maggioni Yongxin Yang Eduardo Pérez-Pellitero A. Leonardis Steven G. McDonagh SSL 17 6 0 18 Jun 2021
Efficient Self-supervised Vision Transformers for Representation Learning Chunyuan Li Jianwei Yang Pengchuan Zhang Mei Gao Bin Xiao Xiyang Dai Lu Yuan Jianfeng Gao ViT 32 209 0 17 Jun 2021
Prototypical Graph Contrastive Learning Shuai Lin Pan Zhou Zi-Yuan Hu Shuojia Wang Ruihui Zhao Yefeng Zheng Liang Lin Eric P. Xing Xiaodan Liang 18 86 0 17 Jun 2021
Deep Contrastive Graph Representation via Adaptive Homotopy Learning Rui Zhang Chen Lu Ziheng Jiao Xuelong Li 13 4 0 17 Jun 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 42 2,744 0 15 Jun 2021
Delving Deep into the Generalization of Vision Transformers under Distribution Shifts Chongzhi Zhang Mingyuan Zhang Shanghang Zhang Daisheng Jin Qiang-feng Zhou Zhongang Cai Haiyu Zhao Xianglong Liu Ziwei Liu 15 102 0 14 Jun 2021
Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Luc Van Gool SSL 17 65 0 10 Jun 2021
Progressive Stage-wise Learning for Unsupervised Feature Representation Enhancement Zefan Li Chenxi Liu Alan Yuille Bingbing Ni Wenjun Zhang Wen Gao SSL 16 5 0 10 Jun 2021
Interpretable agent communication from scratch (with a generic visual processor emerging on the side) Roberto Dessì Eugene Kharitonov Marco Baroni 27 27 0 08 Jun 2021
Self-supervised Graph-level Representation Learning with Local and Global Structure Minghao Xu Hang Wang Bingbing Ni Hongyu Guo Jian Tang SSL 16 204 0 08 Jun 2021
Incremental False Negative Detection for Contrastive Learning Tsai-Shien Chen Wei-Chih Hung Hung-Yu Tseng Shao-Yi Chien Ming-Hsuan Yang SSL CLL 8 60 0 07 Jun 2021
Large-scale Unsupervised Semantic Segmentation Shangqi Gao Zhong-Yu Li Ming-Hsuan Yang Mingg-Ming Cheng Junwei Han Philip H. S. Torr UQCV 38 84 0 06 Jun 2021
Integrating Auxiliary Information in Self-supervised Learning Yao-Hung Hubert Tsai Tianqi Li Weixin Liu Peiyuan Liao Ruslan Salakhutdinov Louis-Philippe Morency SSL 14 7 0 05 Jun 2021