Negative Selection by Clustering for Contrastive Learning in Human Activity Recognition

23 March 2022

Papers citing "Negative Selection by Clustering for Contrastive Learning in Human Activity Recognition"

27 / 27 papers shown

Title
What Makes Good Contrastive Learning on Small-Scale Wearable-based Tasks? Hangwei Qian Tian Tian Chunyan Miao SSL 85 53 0 12 Feb 2022
Sensor Data Augmentation by Resampling for Contrastive Learning in Human Activity Recognition Jinqiang Wang Tao Zhu Jingyuan Gan L. Chen Huansheng Ning Yaping Wan 39 52 0 05 Sep 2021
Mean Shift for Self-Supervised Learning Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash SSL 58 93 0 15 May 2021
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations Debidatta Dwibedi Y. Aytar Jonathan Tompson P. Sermanet Andrew Zisserman SSL 249 467 0 29 Apr 2021
Solving Inefficiency of Self-supervised Representation Learning Guangrun Wang Keze Wang Guangcong Wang Philip Torr Liang Lin SSL 74 58 0 18 Apr 2021
Contrastive Predictive Coding for Human Activity Recognition H. Haresamudram Irfan Essa Thomas Ploetz 98 122 0 09 Dec 2020
Exploring Contrastive Learning in Human Activity Recognition for Healthcare Chi Ian Tang I. Perez-Pozuelo Dimitris Spathis Cecilia Mascolo 101 122 0 23 Nov 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 262 4,076 0 20 Nov 2020
A Survey on Contrastive Self-supervised Learning Ashish Jaiswal Ashwin Ramesh Babu Mohammad Zaki Zadeh Debapriya Banerjee F. Makedon SSL 144 1,403 0 31 Oct 2020
Evaluation: from precision, recall and F-measure to ROC, informedness, markedness and correlation D. Powers 175 5,304 0 11 Oct 2020
Contrastive Representation Learning: A Framework and Review Phúc H. Lê Khắc Graham Healy Alan F. Smeaton SSL AI4TS 320 715 0 10 Oct 2020
Contrastive Learning with Hard Negative Samples Joshua Robinson Ching-Yao Chuang S. Sra Stefanie Jegelka SSL 156 788 0 09 Oct 2020
A Framework For Contrastive Self-Supervised Learning And Designing A New Approach William Falcon Kyunghyun Cho SSL 71 104 0 31 Aug 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 293 4,103 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 429 6,849 0 13 Jun 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 517 3,449 0 09 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 402 18,913 0 13 Feb 2020
Deep Learning for Sensor-based Human Activity Recognition: Overview, Challenges and Opportunities Kaixuan Chen Dalin Zhang Lina Yao Bin Guo Zhiwen Yu Yunhao Liu HAI 79 640 0 21 Jan 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 220 12,146 0 13 Nov 2019
Multi-task Self-Supervised Learning for Human Activity Detection Aaqib Saeed T. Ozcelebi J. Lukkien SSL 135 275 0 27 Jul 2019
Learning Representations by Maximizing Mutual Information Across Views Philip Bachman R. Devon Hjelm William Buchwalter SSL 195 1,481 0 03 Jun 2019
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 356 10,369 0 10 Jul 2018
On Attention Models for Human Activity Recognition Vishvak Murahari T. Plötz HAI 58 145 0 19 May 2018
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 191 3,472 0 05 May 2018
Protecting Sensory Data against Sensitive Inferences Mohammad Malekzadeh R. Clegg Andrea Cavallaro Hamed Haddadi 169 171 0 21 Feb 2018
TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems Martín Abadi Ashish Agarwal P. Barham E. Brevdo Zhiwen Chen ... Pete Warden Martin Wattenberg Martin Wicke Yuan Yu Xiaoqiang Zheng 294 11,155 0 14 Mar 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.2K 150,433 0 22 Dec 2014