Self-labelling via simultaneous clustering and representation learning

13 November 2019

Yuki M. Asano

Christian Rupprecht

Andrea Vedaldi

SSL

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Papers citing "Self-labelling via simultaneous clustering and representation learning"

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Self-Supervised Learning by Estimating Twin Class Distributions Feng Wang Tao Kong Rufeng Zhang Huaping Liu Hang Li SSL 55 16 0 14 Oct 2021
Rethinking Supervised Pre-training for Better Downstream Transferring Yutong Feng Jianwen Jiang Mingqian Tang R. L. Jin Yue Gao SSL 43 39 0 12 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
Dense Semantic Contrast for Self-Supervised Visual Representation Learning Xiaoni Li Yu Zhou Yifei Zhang Aoting Zhang Wei Wang Ning Jiang Haiying Wu Weiping Wang SSL 19 40 0 16 Sep 2021
Seeking an Optimal Approach for Computer-Aided Pulmonary Embolism Detection N. Islam S. Gehlot Zongwei Zhou Michael B. Gotway Jianming Liang OOD 79 11 0 15 Sep 2021
Temporal Knowledge Consistency for Unsupervised Visual Representation Learning Wei Feng Yuanjiang Wang Lihua Ma Ye Yuan Chi Zhang SSL 13 13 0 24 Aug 2021
The Role of Global Labels in Few-Shot Classification and How to Infer Them Ruohan Wang Massimiliano Pontil C. Ciliberto VLM 32 17 0 09 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
Nearest Neighborhood-Based Deep Clustering for Source Data-absent Unsupervised Domain Adaptation Song Tang Yan Yang Zhiyuan Ma Norman Hendrich Fanyu Zeng S. Ge Changshui Zhang Jianwei Zhang OOD 25 13 0 27 Jul 2021
Clustering by Maximizing Mutual Information Across Views Kien Do T. Tran Svetha Venkatesh VLM SSL 11 37 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
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
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting Martine Toering Ioannis Gatopoulos M. Stol Vincent Tao Hu SSL 27 11 0 18 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
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 42 2,744 0 15 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
WiCluster: Passive Indoor 2D/3D Positioning using WiFi without Precise Labels I. Karmanov F. G. Zanjani S. Merlin I. Kadampot Daniel Dijkman 16 14 0 31 May 2021
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering Sateesh Kumar S. Haresh Awais Ahmed Andrey Konin M. Zia Quoc-Huy Tran SSL 22 46 0 27 May 2021
Divide and Contrast: Self-supervised Learning from Uncurated Data Yonglong Tian Olivier J. Hénaff Aaron van den Oord SSL 53 96 0 17 May 2021
VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning Adrien Bardes Jean Ponce Yann LeCun SSL DML 56 900 0 11 May 2021
Representation Learning for Clustering via Building Consensus A. Deshmukh Jayanth Reddy Regatti Eren Manavoglu Ürün Dogan SSL 14 9 0 04 May 2021
On Feature Decorrelation in Self-Supervised Learning Tianyu Hua Wenxiao Wang Zihui Xue Sucheng Ren Yue Wang Hang Zhao SSL OOD 119 187 0 02 May 2021
Semi-Supervised Learning of Visual Features by Non-Parametrically Predicting View Assignments with Support Samples Mahmoud Assran Mathilde Caron Ishan Misra Piotr Bojanowski Armand Joulin Nicolas Ballas Michael G. Rabbat SSL 22 147 0 28 Apr 2021
SCNet: Enhancing Few-Shot Semantic Segmentation by Self-Contrastive Background Prototypes Jiacheng Chen Bin-Bin Gao Zongqing Lu Jing-Hao Xue Chengjie Wang Q. Liao VLM 15 10 0 19 Apr 2021
DisCo: Remedy Self-supervised Learning on Lightweight Models with Distilled Contrastive Learning Yuting Gao Jia-Xin Zhuang Xiaowei Guo Hao Cheng Xing Sun Ke Li Feiyue Huang 31 40 0 19 Apr 2021
SiT: Self-supervised vIsion Transformer Sara Atito Ali Ahmed Muhammad Awais J. Kittler ViT 33 139 0 08 Apr 2021
AAformer: Auto-Aligned Transformer for Person Re-Identification Kuan Zhu Haiyun Guo Shiliang Zhang Yaowei Wang Jing Liu Jinqiao Wang Ming Tang ViT 35 111 0 02 Apr 2021
Jigsaw Clustering for Unsupervised Visual Representation Learning Pengguang Chen Shu-Lin Liu Jiaya Jia SSL VLM 25 52 0 01 Apr 2021
Broaden Your Views for Self-Supervised Video Learning Adrià Recasens Pauline Luc Jean-Baptiste Alayrac Luyu Wang Ross Hemsley ... Florent Altché M. Valko Jean-Bastien Grill Aaron van den Oord Andrew Zisserman SSL AI4TS 23 127 0 30 Mar 2021
PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering Jang Hyun Cho Utkarsh Mall Kavita Bala B. Hariharan 21 191 0 30 Mar 2021
Characterizing and Improving the Robustness of Self-Supervised Learning through Background Augmentations Chaitanya K. Ryali D. Schwab Ari S. Morcos SSL 29 9 0 23 Mar 2021
Group-aware Label Transfer for Domain Adaptive Person Re-identification Kecheng Zheng Wu Liu Lingxiao He Tao Mei Jiebo Luo Zhengjun Zha 28 156 0 23 Mar 2021
Efficient Visual Pretraining with Contrastive Detection Olivier J. Hénaff Skanda Koppula Jean-Baptiste Alayrac Aaron van den Oord Oriol Vinyals João Carreira VLM SSL 26 162 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 18 33 0 18 Mar 2021
SPICE: Semantic Pseudo-labeling for Image Clustering Chuang Niu Hongming Shan Ge Wang VLM 27 144 0 17 Mar 2021
Information Maximization Clustering via Multi-View Self-Labelling Foivos Ntelemis Yaochu Jin S. Thomas SSL 16 25 0 12 Mar 2021
Barlow Twins: Self-Supervised Learning via Redundancy Reduction Jure Zbontar Li Jing Ishan Misra Yann LeCun Stéphane Deny SSL 42 2,287 0 04 Mar 2021
Self-Supervised Features Improve Open-World Learning A. Dhamija T. Ahmad Jonathan Schwan Mohsen Jafarzadeh Chunchun Li Terrance E. Boult SSL 19 13 0 15 Feb 2021
Understanding Negative Samples in Instance Discriminative Self-supervised Representation Learning Kento Nozawa Issei Sato SSL 20 43 0 13 Feb 2021
Calibrating and Improving Graph Contrastive Learning Kaili Ma Haochen Yang Han Yang Yongqiang Chen James Cheng 37 6 0 27 Jan 2021
Pre-training without Natural Images Hirokatsu Kataoka Kazushige Okayasu Asato Matsumoto Eisuke Yamagata Ryosuke Yamada Nakamasa Inoue Akio Nakamura Y. Satoh 79 116 0 21 Jan 2021
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 28 58 0 24 Dec 2020
CASTing Your Model: Learning to Localize Improves Self-Supervised Representations Ramprasaath R. Selvaraju Karan Desai Justin Johnson Nikhil Naik SSL 27 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 8 12 0 04 Dec 2020
How Well Do Self-Supervised Models Transfer? Linus Ericsson H. Gouk Timothy M. Hospedales SSL 35 274 0 26 Nov 2020
Unsupervised Object Detection with LiDAR Clues Haofei Tian Yuntao Chen Jifeng Dai Zhaoxiang Zhang Xizhou Zhu 3DPC 25 28 0 25 Nov 2020
Boosting Contrastive Self-Supervised Learning with False Negative Cancellation T. Huynh Simon Kornblith Matthew R. Walter Michael Maire M. Khademi SSL 13 165 0 23 Nov 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 16 3,949 0 20 Nov 2020
Unsupervised Video Representation Learning by Bidirectional Feature Prediction Nadine Behrmann Juergen Gall M. Noroozi SSL MDE 22 29 0 11 Nov 2020