Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination

5 May 2018

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

50 / 1,940 papers shown

Title
Improving Object Detection with Selective Self-supervised Self-training Yandong Li Di Huang Danfeng Qin Liqiang Wang Boqing Gong 115 65 0 17 Jul 2020
FeatMatch: Feature-Based Augmentation for Semi-Supervised Learning Chia-Wen Kuo Chih-Yao Ma Jia-Bin Huang Z. Kira 92 121 0 16 Jul 2020
Semi-Siamese Training for Shallow Face Learning Hang Du Hailin Shi Yuchi Liu Jun Wang Zhen Lei Dan Zeng Tao Mei CVBM 3DH 124 27 0 16 Jul 2020
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances Jihoon Tack Sangwoo Mo Jongheon Jeong Jinwoo Shin OODD 85 607 0 16 Jul 2020
Adversarial Self-Supervised Learning for Semi-Supervised 3D Action Recognition Chenyang Si Xuecheng Nie Wei Wang Liang Wang Tieniu Tan Jiashi Feng SSL 110 66 0 12 Jul 2020
Towards Cross-Granularity Few-Shot Learning: Coarse-to-Fine Pseudo-Labeling with Visual-Semantic Meta-Embedding Jinhai Yang Han Yang Lin Chen 56 20 0 11 Jul 2020
Contrastive Code Representation Learning Paras Jain Ajay Jain Tianjun Zhang Pieter Abbeel Joseph E. Gonzalez Ion Stoica SSL DRL 134 151 0 09 Jul 2020
Self-Supervised Policy Adaptation during Deployment Nicklas Hansen Rishabh Jangir Yu Sun Guillem Alenyà Pieter Abbeel Alexei A. Efros Lerrel Pinto Xiaolong Wang 103 163 0 08 Jul 2020
Divide-and-Rule: Self-Supervised Learning for Survival Analysis in Colorectal Cancer C. Abbet I. Zlobec Behzad Bozorgtabar Jean-Philippe Thiran OOD 64 57 0 07 Jul 2020
Progressive Cluster Purification for Unsupervised Feature Learning Yifei Zhang Chang-rui Liu Yu Zhou Wei Wang Weiping Wang QiXiang Ye 76 13 0 06 Jul 2020
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval Lee Xiong Chenyan Xiong Ye Li Kwok-Fung Tang Jialin Liu Paul N. Bennett Junaid Ahmed Arnold Overwijk 147 1,240 0 01 Jul 2020
A Survey on Self-supervised Pre-training for Sequential Transfer Learning in Neural Networks H. H. Mao BDL SSL 72 50 0 01 Jul 2020
Self-Supervised Learning of a Biologically-Inspired Visual Texture Model Nikhil Parthasarathy Eero P. Simoncelli 91 7 0 30 Jun 2020
Self-Supervised MultiModal Versatile Networks Jean-Baptiste Alayrac Adrià Recasens R. Schneider Relja Arandjelović Jason Ramapuram J. Fauw Lucas Smaira Sander Dieleman Andrew Zisserman SSL 195 375 0 29 Jun 2020
Unsupervised Learning of Video Representations via Dense Trajectory Clustering P. Tokmakov M. Hebert Cordelia Schmid SSL 59 22 0 28 Jun 2020
Video Representation Learning with Visual Tempo Consistency Ceyuan Yang Yinghao Xu Bo Dai Bolei Zhou 68 92 0 28 Jun 2020
Unsupervised Deep Representation Learning and Few-Shot Classification of PolSAR Images Lamei Zhang Siyu Zhang B. Zou Hongwei Dong SSL 21 0 0 27 Jun 2020
Domain Contrast for Domain Adaptive Object Detection Feng Liu Xiaosong Zhang Fang Wan Xiangyang Ji QiXiang Ye 66 36 0 26 Jun 2020
On Equivariant and Invariant Learning of Object Landmark Representations Zezhou Cheng Jong-Chyi Su Subhransu Maji SSL 58 7 0 26 Jun 2020
Parametric Instance Classification for Unsupervised Visual Feature Learning Yue Cao Zhenda Xie B. Liu Yutong Lin Zheng Zhang Han Hu VLM 73 61 0 25 Jun 2020
Space-Time Correspondence as a Contrastive Random Walk Allan Jabri Andrew Owens Alexei A. Efros SSL OT 146 304 0 25 Jun 2020
Labelling unlabelled videos from scratch with multi-modal self-supervision Yuki M. Asano Mandela Patrick Christian Rupprecht Andrea Vedaldi SSL 126 152 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 68 17 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 75 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 31 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 112 189 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 95 554 0 18 Jun 2020
Joint Contrastive Learning for Unsupervised Domain Adaptation Changhwa Park Jonghyun Lee Jaeyoon Yoo Minhoe Hur Sungroh Yoon 76 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 257 960 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 168 144 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 346 4,109 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 79 172 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 96 198 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 215 1,648 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 484 6,871 0 13 Jun 2020
DTG-Net: Differentiated Teachers Guided Self-Supervised Video Action Recognition Ziming Liu Guangyu Gao •. A. K. Qin Jinyang Li ViT 52 1 0 13 Jun 2020
Adversarial Self-Supervised Contrastive Learning Minseon Kim Jihoon Tack Sung Ju Hwang SSL 96 251 0 13 Jun 2020
Deep Reinforcement and InfoMax Learning Bogdan Mazoure Rémi Tachet des Combes T. Doan Philip Bachman R. Devon Hjelm AI4CE 82 109 0 12 Jun 2020
Video Understanding as Machine Translation Bruno Korbar Fabio Petroni Rohit Girdhar Lorenzo Torresani SSL 88 29 0 12 Jun 2020
Towards Robust Pattern Recognition: A Review Xu-Yao Zhang Cheng-Lin Liu C. Suen OOD HAI 69 110 0 12 Jun 2020
Quasi-Dense Similarity Learning for Multiple Object Tracking Jiangmiao Pang Linlu Qiu Xia Li Haofeng Chen Qi Li Trevor Darrell Feng Yu VOT 195 375 0 11 Jun 2020
What makes instance discrimination good for transfer learning? Nanxuan Zhao Zhirong Wu Rynson W. H. Lau Stephen Lin SSL 81 171 0 11 Jun 2020
Self-Supervised Relational Reasoning for Representation Learning Massimiliano Patacchiola Amos Storkey OOD SSL 80 63 0 10 Jun 2020
Rethinking preventing class-collapsing in metric learning with margin-based losses Elad Levi Tete Xiao Xiaolong Wang Trevor Darrell 38 14 0 09 Jun 2020
Unsupervised Transfer Learning with Self-Supervised Remedy Jiabo Huang S. Gong SSL 100 2 0 08 Jun 2020
Deep Graph Contrastive Representation Learning Yanqiao Zhu Yichen Xu Feng Yu Qiang Liu Shu Wu Liang Wang SSL 86 823 0 07 Jun 2020
Multi-view Contrastive Learning for Online Knowledge Distillation Chuanguang Yang Zhulin An Yongjun Xu 77 24 0 07 Jun 2020
DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations John Giorgi Osvald Nitski Bo Wang Gary D. Bader SSL 157 499 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 117 562 0 04 Jun 2020
Info3D: Representation Learning on 3D Objects using Mutual Information Maximization and Contrastive Learning Aditya Sanghi 3DPC SSL 70 103 0 04 Jun 2020