Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination

5 May 2018

Papers citing "Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination"

50 / 1,919 papers shown

Title
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
Weak Supervision and Referring Attention for Temporal-Textual Association Learning Zhiyuan Fang Shu Kong Zhe Wang Charless C. Fowlkes Yezhou Yang 12 16 0 21 Jun 2020
Unsupervised Image Classification for Deep Representation Learning Weijie Chen Shiliang Pu Di Xie Shicai Yang Yilu Guo Luojun Lin SSL VLM 15 14 0 20 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
Online Deep Clustering for Unsupervised Representation Learning Xiaohang Zhan Jiahao Xie Ziwei Liu Yew-Soon Ong Chen Change Loy OOD 29 184 0 18 Jun 2020
Contrastive learning of global and local features for medical image segmentation with limited annotations K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 11 547 0 18 Jun 2020
Joint Contrastive Learning for Unsupervised Domain Adaptation Changhwa Park Jonghyun Lee Jaeyoon Yoo Minhoe Hur Sungroh Yoon 13 37 0 18 Jun 2020
GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training J. Qiu Qibin Chen Yuxiao Dong Jing Zhang Hongxia Yang Ming Ding Kuansan Wang Jie Tang SSL 38 931 0 17 Jun 2020
Contrastive Learning for Weakly Supervised Phrase Grounding Tanmay Gupta Arash Vahdat Gal Chechik Xiaodong Yang Jan Kautz Derek Hoiem ObjD SSL 34 139 0 17 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 18 3,988 0 17 Jun 2020
Momentum Contrastive Learning for Few-Shot COVID-19 Diagnosis from Chest CT Images Xiaocong Chen Lina Yao Tao Zhou Jinming Dong Yu Zhang 25 169 0 16 Jun 2020
Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction Yaodong Yu Kwan Ho Ryan Chan Chong You Chaobing Song Yi-An Ma SSL 11 189 0 15 Jun 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 31 1,586 0 15 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 31 6,643 0 13 Jun 2020
DTG-Net: Differentiated Teachers Guided Self-Supervised Video Action Recognition Ziming Liu Guangyu Gao •. A. K. Qin Jinyang Li ViT 6 1 0 13 Jun 2020
Adversarial Self-Supervised Contrastive Learning Minseon Kim Jihoon Tack Sung Ju Hwang SSL 20 246 0 13 Jun 2020
Deep Reinforcement and InfoMax Learning Bogdan Mazoure Rémi Tachet des Combes T. Doan Philip Bachman R. Devon Hjelm AI4CE 17 108 0 12 Jun 2020
Video Understanding as Machine Translation Bruno Korbar Fabio Petroni Rohit Girdhar Lorenzo Torresani SSL 14 29 0 12 Jun 2020
Towards Robust Pattern Recognition: A Review Xu-Yao Zhang Cheng-Lin Liu C. Suen OOD HAI 19 102 0 12 Jun 2020
Quasi-Dense Similarity Learning for Multiple Object Tracking Jiangmiao Pang Linlu Qiu Xia Li Haofeng Chen Qi Li Trevor Darrell F. I. F. Richard Yu VOT 11 360 0 11 Jun 2020
What makes instance discrimination good for transfer learning? Nanxuan Zhao Zhirong Wu Rynson W. H. Lau Stephen Lin SSL 11 167 0 11 Jun 2020
Self-Supervised Relational Reasoning for Representation Learning Massimiliano Patacchiola Amos Storkey OOD SSL 13 63 0 10 Jun 2020
Rethinking preventing class-collapsing in metric learning with margin-based losses Elad Levi Tete Xiao Xiaolong Wang Trevor Darrell 8 13 0 09 Jun 2020
Unsupervised Transfer Learning with Self-Supervised Remedy Jiabo Huang S. Gong SSL 22 2 0 08 Jun 2020
Deep Graph Contrastive Representation Learning Yanqiao Zhu Yichen Xu Feng Yu Qiang Liu Shu Wu Liang Wang SSL 10 791 0 07 Jun 2020
Multi-view Contrastive Learning for Online Knowledge Distillation Chuanguang Yang Zhulin An Yongjun Xu 9 23 0 07 Jun 2020
DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations John Giorgi Osvald Nitski Bo Wang Gary D. Bader SSL 8 487 0 05 Jun 2020
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID Yixiao Ge Feng Zhu Dapeng Chen Rui Zhao Hongsheng Li VLM 20 556 0 04 Jun 2020
Info3D: Representation Learning on 3D Objects using Mutual Information Maximization and Contrastive Learning Aditya Sanghi 3DPC SSL 11 101 0 04 Jun 2020
High-order structure preserving graph neural network for few-shot learning Guangfeng Lin Ying Yang Y. Fan Xiao-bing Kang Kaiyang Liao Fan Zhao 6 1 0 29 May 2020
Self-supervised Modal and View Invariant Feature Learning Longlong Jing Yucheng Chen Ling Zhang Mingyi He Yingli Tian 3DPC SSL 12 29 0 28 May 2020
CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and Patients Dani Kiyasseh T. Zhu David A. Clifton 6 185 0 27 May 2020
SCAN: Learning to Classify Images without Labels Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis M. Proesmans Luc Van Gool VLM SSL 22 523 0 25 May 2020
What Makes for Good Views for Contrastive Learning? Yonglong Tian Chen Sun Ben Poole Dilip Krishnan Cordelia Schmid Phillip Isola SSL 11 1,302 0 20 May 2020
Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere Tongzhou Wang Phillip Isola SSL 8 1,776 0 20 May 2020
Weakly Supervised Representation Learning with Coarse Labels Yuanhong Xu Qi Qian Hao Li R. L. Jin Juhua Hu SSL 20 8 0 19 May 2020
CERT: Contrastive Self-supervised Learning for Language Understanding Hongchao Fang Sicheng Wang Meng Zhou Jiayuan Ding P. Xie ELM SSL 19 337 0 16 May 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong S. Hoi SSL DRL 11 955 0 11 May 2020
DiVA: Diverse Visual Feature Aggregation for Deep Metric Learning Timo Milbich Karsten Roth Homanga Bharadhwaj Samarth Sinha Yoshua Bengio Bjorn Ommer Joseph Paul Cohen 19 66 0 28 Apr 2020
Audio-Visual Instance Discrimination with Cross-Modal Agreement Pedro Morgado Nuno Vasconcelos Ishan Misra SSL 11 270 0 27 Apr 2020
Extending and Analyzing Self-Supervised Learning Across Domains Bram Wallace B. Hariharan SSL 7 41 0 24 Apr 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 16 4,407 0 23 Apr 2020
Unsupervised Person Re-identification via Multi-label Classification Dongkai Wang Shiliang Zhang 11 360 0 20 Apr 2020
LSM: Learning Subspace Minimization for Low-level Vision Chengzhou Tang Lu Yuan P. Tan 15 14 0 20 Apr 2020
A Transductive Approach for Video Object Segmentation Yizhuo Zhang Zhirong Wu Houwen Peng Stephen Lin VOS 6 112 0 15 Apr 2020
Distilling Localization for Self-Supervised Representation Learning Nanxuan Zhao Zhirong Wu Rynson W. H. Lau Stephen Lin SSL 19 56 0 14 Apr 2020
CURL: Contrastive Unsupervised Representations for Reinforcement Learning A. Srinivas Michael Laskin Pieter Abbeel SSL DRL OffRL 14 1,060 0 08 Apr 2020
Unsupervised Person Re-identification via Softened Similarity Learning Yutian Lin Lingxi Xie Yu Wu C. Yan Qi Tian 14 254 0 07 Apr 2020
Steering Self-Supervised Feature Learning Beyond Local Pixel Statistics Simon Jenni Hailin Jin Paolo Favaro SSL 14 45 0 05 Apr 2020
How Useful is Self-Supervised Pretraining for Visual Tasks? Alejandro Newell Jia Deng SSL 17 136 0 31 Mar 2020