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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Title
Rethinking Semantic Segmentation: A Prototype View Tianfei Zhou Wenguan Wang E. Konukoglu Luc Van Gool SSeg 34 260 0 28 Mar 2022
Learning Where to Learn in Cross-View Self-Supervised Learning Lang Huang Shan You Mingkai Zheng Fei Wang Chao Qian T. Yamasaki SSL 25 41 0 28 Mar 2022
DeLoRes: Decorrelating Latent Spaces for Low-Resource Audio Representation Learning Sreyan Ghosh Ashish Seth and Deepak Mittal Maneesh Singh S. Umesh SSL 27 6 0 25 Mar 2022
Unsupervised Salient Object Detection with Spectral Cluster Voting Gyungin Shin Samuel Albanie Weidi Xie 29 65 0 23 Mar 2022
Object discovery and representation networks Olivier J. Hénaff Skanda Koppula Evan Shelhamer Daniel Zoran Andrew Jaegle Andrew Zisserman João Carreira Relja Arandjelović 44 87 0 16 Mar 2022
Zipfian environments for Reinforcement Learning Stephanie C. Y. Chan Andrew Kyle Lampinen Pierre Harvey Richemond Felix Hill OffRL 15 15 0 15 Mar 2022
Improving Event Representation via Simultaneous Weakly Supervised Contrastive Learning and Clustering Jun Gao Wei Wang Changlong Yu Huan Zhao Wilfred Ng Ruifeng Xu SSL DRL 21 25 0 15 Mar 2022
SimMatch: Semi-supervised Learning with Similarity Matching Mingkai Zheng Shan You Lang Huang Fei Wang Chao Qian Chang Xu 54 171 0 14 Mar 2022
Measuring Self-Supervised Representation Quality for Downstream Classification using Discriminative Features Neha Kalibhat Kanika Narang Hamed Firooz Maziar Sanjabi S. Feizi SSL 40 7 0 03 Mar 2022
Exploiting Problem Structure in Deep Declarative Networks: Two Case Studies Stephen Gould Dylan Campbell Itzik Ben-Shabat Chamin Pasidu Hewa Koneputugodage Zhiwei Xu 30 8 0 24 Feb 2022
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Priya Goyal Quentin Duval Isaac Seessel Mathilde Caron Ishan Misra Levent Sagun Armand Joulin Piotr Bojanowski VLM SSL 26 110 0 16 Feb 2022
Context Autoencoder for Self-Supervised Representation Learning Xiaokang Chen Mingyu Ding Xiaodi Wang Ying Xin Shentong Mo Yunhao Wang Shumin Han Ping Luo Gang Zeng Jingdong Wang SSL 45 386 0 07 Feb 2022
CrossRectify: Leveraging Disagreement for Semi-supervised Object Detection Cheng Ma Xingjia Pan QiXiang Ye Fan Tang Weiming Dong Changsheng Xu 45 14 0 26 Jan 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection A. Haliassos Rodrigo Mira Stavros Petridis M. Pantic CVBM 40 126 0 18 Jan 2022
Representation Learning via Consistent Assignment of Views to Clusters T. Silva Adín Ramirez Rivera SSL 19 8 0 31 Dec 2021
Are Large-scale Datasets Necessary for Self-Supervised Pre-training? Alaaeldin El-Nouby Gautier Izacard Hugo Touvron Ivan Laptev Hervé Jégou Edouard Grave SSL 27 149 0 20 Dec 2021
BT-Unet: A self-supervised learning framework for biomedical image segmentation using Barlow Twins with U-Net models Narinder Singh Punn Sonali Agarwal SSL 32 35 0 07 Dec 2021
Self-supervised Video Transformer Kanchana Ranasinghe Muzammal Naseer Salman Khan Fahad Shahbaz Khan Michael S. Ryoo ViT 39 84 0 02 Dec 2021
Improving Transferability of Representations via Augmentation-Aware Self-Supervision Hankook Lee Kibok Lee Kimin Lee Honglak Lee Jinwoo Shin SSL 29 51 0 18 Nov 2021
iBOT: Image BERT Pre-Training with Online Tokenizer Jinghao Zhou Chen Wei Huiyu Wang Wei Shen Cihang Xie Alan Yuille Tao Kong 21 711 0 15 Nov 2021
Hybrid BYOL-ViT: Efficient approach to deal with small datasets Safwen Naimi Rien van Leeuwen W. Souidène S. B. Saoud SSL ViT 25 2 0 08 Nov 2021
A Prototype-Oriented Framework for Unsupervised Domain Adaptation Korawat Tanwisuth Xinjie Fan Huangjie Zheng Shujian Zhang A. Leon-Garcia Bo Chen Mingyuan Zhou 55 102 0 22 Oct 2021
DECAR: Deep Clustering for learning general-purpose Audio Representations Sreyan Ghosh Sandesh V Katta Ashish Seth S. Umesh SSL 36 12 0 17 Oct 2021
Self-Supervised Learning by Estimating Twin Class Distributions Feng Wang Tao Kong Rufeng Zhang Huaping Liu Hang Li SSL 55 17 0 14 Oct 2021
Rethinking Supervised Pre-training for Better Downstream Transferring Yutong Feng Jianwen Jiang Mingqian Tang Rong Jin Yue Gao SSL 50 39 0 12 Oct 2021
Weakly Supervised Contrastive Learning Mingkai Zheng Fei Wang Shan You Chao Qian Changshui Zhang Xiaogang Wang Chang Xu SSL 40 121 0 10 Oct 2021
PASS: An ImageNet replacement for self-supervised pretraining without humans Yuki M. Asano Christian Rupprecht Andrew Zisserman Andrea Vedaldi VLM SSL 21 57 0 27 Sep 2021
Multi-source Few-shot Domain Adaptation Xiangyu Yue Zangwei Zheng Colorado Reed Hari Prasanna Das Kurt Keutzer Alberto L. Sangiovanni-Vincentelli 30 12 0 25 Sep 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 24 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 88 11 0 15 Sep 2021
ScatSimCLR: self-supervised contrastive learning with pretext task regularization for small-scale datasets Vitaliy Kinakh O. Taran S. Voloshynovskiy 38 12 0 31 Aug 2021
Temporal Knowledge Consistency for Unsupervised Visual Representation Learning Wei Feng Yuanjiang Wang Lihua Ma Ye Yuan Chi Zhang SSL 21 13 0 24 Aug 2021
A Unified Objective for Novel Class Discovery Enrico Fini E. Sangineto Stéphane Lathuilière Zhun Zhong Moin Nabi Elisa Ricci 41 168 0 19 Aug 2021
The Role of Global Labels in Few-Shot Classification and How to Infer Them Ruohan Wang Massimiliano Pontil C. Ciliberto VLM 34 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 35 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 33 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 Wang Chao Qian Changshui Zhang Xiaogang Wang Chang Xu 23 113 0 20 Jul 2021
Do Different Tracking Tasks Require Different Appearance Models? Zhongdao Wang Hengshuang Zhao Yali Li Shengjin Wang Philip Torr Luca Bertinetto 37 82 0 05 Jul 2021
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting Martine Toering Ioannis Gatopoulos M. Stol Vincent Tao Hu SSL 40 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 Xing Xiaodan Liang 24 86 0 17 Jun 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 68 2,749 0 15 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
Efficient Training of Visual Transformers with Small Datasets Yahui Liu E. Sangineto Wei Bi N. Sebe Bruno Lepri Marco De Nadai ViT 36 167 0 07 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 18 60 0 07 Jun 2021
Large-scale Unsupervised Semantic Segmentation Shangqi Gao Zhong-Yu Li Ming-Hsuan Yang Mingg-Ming Cheng Junwei Han Philip Torr UQCV 38 84 0 06 Jun 2021
MoCL: Data-driven Molecular Fingerprint via Knowledge-aware Contrastive Learning from Molecular Graph Mengying Sun Jing Xing Huijun Wang Bin Chen Jiayu Zhou 21 115 0 05 Jun 2021
WiCluster: Passive Indoor 2D/3D Positioning using WiFi without Precise Labels I. Karmanov F. G. Zanjani S. Merlin I. Kadampot Daniel Dijkman 19 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 27 47 0 27 May 2021
Divide and Contrast: Self-supervised Learning from Uncurated Data Yonglong Tian Olivier J. Hénaff Aaron van den Oord SSL 64 96 0 17 May 2021