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
High-order structure preserving graph neural network for few-shot learning Guangfeng Lin Ying Yang Y. Fan Xiao-bing Kang Kaiyang Liao Fan Zhao 68 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 58 29 0 28 May 2020
CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and Patients Dani Kiyasseh T. Zhu David Clifton 109 195 0 27 May 2020
SCAN: Learning to Classify Images without Labels Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Marc Proesmans Luc Van Gool VLM SSL 117 540 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 122 1,342 0 20 May 2020
Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere Tongzhou Wang Phillip Isola SSL 185 1,869 0 20 May 2020
Weakly Supervised Representation Learning with Coarse Labels Yuanhong Xu Qi Qian Hao Li Rong Jin Juhua Hu SSL 51 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 76 345 0 16 May 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong Guosheng Lin SSL DRL 153 982 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 130 67 0 28 Apr 2020
Audio-Visual Instance Discrimination with Cross-Modal Agreement Pedro Morgado Nuno Vasconcelos Ishan Misra SSL 92 276 0 27 Apr 2020
Extending and Analyzing Self-Supervised Learning Across Domains Bram Wallace B. Hariharan SSL 43 43 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 214 4,605 0 23 Apr 2020
Unsupervised Person Re-identification via Multi-label Classification Dongkai Wang Shiliang Zhang 81 364 0 20 Apr 2020
LSM: Learning Subspace Minimization for Low-level Vision Chengzhou Tang Lu Yuan P. Tan 83 14 0 20 Apr 2020
A Transductive Approach for Video Object Segmentation Yizhuo Zhang Zhirong Wu Houwen Peng Stephen Lin VOS 98 113 0 15 Apr 2020
Distilling Localization for Self-Supervised Representation Learning Nanxuan Zhao Zhirong Wu Rynson W. H. Lau Stephen Lin SSL 161 56 0 14 Apr 2020
CURL: Contrastive Unsupervised Representations for Reinforcement Learning A. Srinivas Michael Laskin Pieter Abbeel SSL DRL OffRL 145 1,094 0 08 Apr 2020
Unsupervised Person Re-identification via Softened Similarity Learning Yutian Lin Lingxi Xie Yu Wu C. Yan Qi Tian 63 256 0 07 Apr 2020
Steering Self-Supervised Feature Learning Beyond Local Pixel Statistics Simon Jenni Hailin Jin Paolo Favaro SSL 65 45 0 05 Apr 2020
How Useful is Self-Supervised Pretraining for Visual Tasks? Alejandro Newell Jia Deng SSL 73 139 0 31 Mar 2020
Edge Guided GANs with Contrastive Learning for Semantic Image Synthesis Hao Tang Xiaojuan Qi Guolei Sun Dan Xu N. Sebe Radu Timofte Luc Van Gool GAN 72 11 0 31 Mar 2020
Laplacian Denoising Autoencoder Jianbo Jiao Linchao Bao Yunchao Wei Shengfeng He Humphrey Shi Rynson W. H. Lau Thomas S. Huang SSL 49 2 0 30 Mar 2020
Improving out-of-distribution generalization via multi-task self-supervised pretraining Isabela Albuquerque Nikhil Naik Junnan Li N. Keskar R. Socher SSL OOD 90 40 0 30 Mar 2020
Global-Local Bidirectional Reasoning for Unsupervised Representation Learning of 3D Point Clouds Yongming Rao Jiwen Lu Jie Zhou 3DPC 73 133 0 29 Mar 2020
Exploit Clues from Views: Self-Supervised and Regularized Learning for Multiview Object Recognition Chih-Hui Ho Bo Liu Tz-Ying Wu Nuno Vasconcelos 78 8 0 28 Mar 2020
Semantic Implicit Neural Scene Representations With Semi-Supervised Training Amit Kohli Vincent Sitzmann Gordon Wetzstein 3DPC 64 14 0 28 Mar 2020
Are Labels Necessary for Neural Architecture Search? Chenxi Liu Piotr Dollár Kaiming He Ross B. Girshick Alan Yuille Saining Xie 81 75 0 26 Mar 2020
Towards Backward-Compatible Representation Learning Yantao Shen Yuanjun Xiong Wei Xia Stefano Soatto 97 81 0 26 Mar 2020
Temporally Coherent Embeddings for Self-Supervised Video Representation Learning Joshua Knights Ben Harwood Daniel Ward Anthony Vanderkop Olivia Mackenzie-Ross Peyman Moghadam AI4TS 84 38 0 21 Mar 2020
Cross-domain Self-supervised Learning for Domain Adaptation with Few Source Labels Donghyun Kim Kuniaki Saito Tae-Hyun Oh Bryan A. Plummer Stan Sclaroff Kate Saenko SSL 73 43 0 18 Mar 2020
Watching the World Go By: Representation Learning from Unlabeled Videos Daniel Gordon Kiana Ehsani Dieter Fox Ali Farhadi SSL AI4TS 98 90 0 18 Mar 2020
Domain Adaptive Ensemble Learning Kaiyang Zhou Yongxin Yang Yu Qiao Tao Xiang OOD 227 285 0 16 Mar 2020
Un-Mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning Zhiqiang Shen Zechun Liu Zhuang Liu Marios Savvides Trevor Darrell Eric P. Xing OCL SSL 89 103 0 11 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 89 49 0 09 Mar 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 630 3,451 0 09 Mar 2020
Affinity guided Geometric Semi-Supervised Metric Learning U. Dutta Mehrtash Harandi C. Sekhar 104 2 0 27 Feb 2020
A Comprehensive Approach to Unsupervised Embedding Learning based on AND Algorithm Sungwon Han Yizhan Xu Sungwon Park M. Cha Cheng-Te Li SSL 40 3 0 26 Feb 2020
A survey on Semi-, Self- and Unsupervised Learning for Image Classification Lars Schmarje M. Santarossa Simon-Martin Schroder Reinhard Koch SSL VLM 98 165 0 20 Feb 2020
Boosting Adversarial Training with Hypersphere Embedding Tianyu Pang Xiao Yang Yinpeng Dong Kun Xu Jun Zhu Hang Su AAML 89 156 0 20 Feb 2020
Universal Domain Adaptation through Self Supervision Kuniaki Saito Donghyun Kim Stan Sclaroff Kate Saenko OOD TTA 93 325 0 19 Feb 2020
Convergence of End-to-End Training in Deep Unsupervised Contrastive Learning Zixin Wen SSL 68 3 0 17 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 431 18,975 0 13 Feb 2020
Towards Precise Intra-camera Supervised Person Re-identification Menglin Wang Baisheng Lai Haokun Chen Jianqiang Huang Xiaojin Gong Xiansheng Hua 82 17 0 12 Feb 2020
Optimized Generic Feature Learning for Few-shot Classification across Domains Tonmoy Saikia Thomas Brox Cordelia Schmid VLM 77 49 0 22 Jan 2020
Learning Spatiotemporal Features via Video and Text Pair Discrimination Tianhao Li Limin Wang VGen 68 57 0 16 Jan 2020
Proposal Learning for Semi-Supervised Object Detection Peng Tang Chetan Ramaiah Yan Wang Ran Xu Caiming Xiong 121 101 0 15 Jan 2020
Memorizing Comprehensively to Learn Adaptively: Unsupervised Cross-Domain Person Re-ID with Multi-level Memory Xinyu Zhang Dong Gong Jiewei Cao Chunhua Shen 80 6 0 13 Jan 2020
Pruning Convolutional Neural Networks with Self-Supervision Mathilde Caron Ari S. Morcos Piotr Bojanowski Julien Mairal Armand Joulin SSL 3DPC 59 12 0 10 Jan 2020
Discriminative Clustering with Representation Learning with any Ratio of Labeled to Unlabeled Data Corinne Jones Vincent Roulet Zaïd Harchaoui 114 1 0 30 Dec 2019