Prototypical Contrastive Learning of Unsupervised Representations

11 May 2020

Papers citing "Prototypical Contrastive Learning of Unsupervised Representations"

31 / 581 papers shown

Title
FROST: Faster and more Robust One-shot Semi-supervised Training Helena E. Liu L. Smith BDL OffRL 36 1 0 18 Nov 2020
AdCo: Adversarial Contrast for Efficient Learning of Unsupervised Representations from Self-Trained Negative Adversaries Q. Hu Xiao Wang Wei Hu Guo-Jun Qi SSL 17 151 0 17 Nov 2020
Combating the Instability of Mutual Information-based Losses via Regularization Kwanghee Choi Siyeong Lee AAML 25 4 0 16 Nov 2020
Prototypical Contrast and Reverse Prediction: Unsupervised Skeleton Based Action Recognition Shihao Xu Haocong Rao Xiping Hu Bin Hu SSL 14 51 0 14 Nov 2020
Intriguing Properties of Contrastive Losses Ting Chen Calvin Luo Lala Li 30 173 0 05 Nov 2020
Center-wise Local Image Mixture For Contrastive Representation Learning Hao Li Xiaopeng Zhang H. Xiong 18 8 0 05 Nov 2020
A Survey on Contrastive Self-supervised Learning Ashish Jaiswal Ashwin Ramesh Babu Mohammad Zaki Zadeh Debapriya Banerjee F. Makedon SSL 20 1,358 0 31 Oct 2020
Self-Supervised Ranking for Representation Learning Ali Varamesh Ali Diba Tinne Tuytelaars Luc Van Gool SSL AI4TS 15 9 0 14 Oct 2020
Are all negatives created equal in contrastive instance discrimination? Tiffany Cai Jonathan Frankle D. Schwab Ari S. Morcos SSL 8 81 0 13 Oct 2020
MixCo: Mix-up Contrastive Learning for Visual Representation Sungnyun Kim Gihun Lee Sangmin Bae Seyoung Yun SSL 109 80 0 13 Oct 2020
Contrastive Representation Learning: A Framework and Review Phúc H. Lê Khắc Graham Healy A. Smeaton SSL AI4TS 170 684 0 10 Oct 2020
Unsupervised Representation Learning by InvariancePropagation Feng Wang Huaping Liu Di Guo F. Sun SSL 33 33 0 07 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 20 243 0 06 Oct 2020
CO2: Consistent Contrast for Unsupervised Visual Representation Learning Chen Wei Huiyu Wang Wei Shen Alan Yuille SSL 30 62 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 33 77 0 05 Oct 2020
Hard Negative Mixing for Contrastive Learning Yannis Kalantidis Mert Bulent Sariyildiz Noé Pion Philippe Weinzaepfel Diane Larlus SSL 29 628 0 02 Oct 2020
Understanding Self-supervised Learning with Dual Deep Networks Yuandong Tian Lantao Yu Xinlei Chen Surya Ganguli SSL 13 78 0 01 Oct 2020
Contrastive Clustering Yunfan Li Peng Hu Zitao Liu Dezhong Peng Joey Tianyi Zhou Xi Peng 10 607 0 21 Sep 2020
MoPro: Webly Supervised Learning with Momentum Prototypes Junnan Li Caiming Xiong S. Hoi 26 94 0 17 Sep 2020
Don't miss the Mismatch: Investigating the Objective Function Mismatch for Unsupervised Representation Learning Bonifaz Stuhr Jürgen Brauer 26 1 0 04 Sep 2020
Unsupervised Feature Learning by Autoencoder and Prototypical Contrastive Learning for Hyperspectral Classification Zeyu Cao Xiaorun Li Liaoying Zhao SSL 8 30 0 02 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 18 58 0 26 Aug 2020
Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination Xudong Wang Ziwei Liu Stella X. Yu SSL 20 76 0 09 Aug 2020
Labelling unlabelled videos from scratch with multi-modal self-supervision Yuki M. Asano Mandela Patrick Christian Rupprecht Andrea Vedaldi SSL 14 150 0 24 Jun 2020
Self-Supervised Prototypical Transfer Learning for Few-Shot Classification Carlos Medina A. Devos Matthias Grossglauser SSL 21 50 0 19 Jun 2020
Supervision Accelerates Pre-training in Contrastive Semi-Supervised Learning of Visual Representations Mahmoud Assran Nicolas Ballas Lluis Castrejon Michael G. Rabbat SSL 8 3 0 18 Jun 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 42 3,994 0 17 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 78 6,648 0 13 Jun 2020
VirTex: Learning Visual Representations from Textual Annotations Karan Desai Justin Johnson SSL VLM 24 432 0 11 Jun 2020
Meta Pseudo Labels Hieu H. Pham Zihang Dai Qizhe Xie Minh-Thang Luong Quoc V. Le VLM 253 656 0 23 Mar 2020
On Compositions of Transformations in Contrastive Self-Supervised Learning Mandela Patrick Yuki M. Asano Polina Kuznetsova Ruth C. Fong João F. Henriques Geoffrey Zweig Andrea Vedaldi 18 49 0 09 Mar 2020