Exploring Contrastive Learning in Human Activity Recognition for
Healthcare

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Exploring Contrastive Learning in Human Activity Recognition for Healthcare

23 November 2020

I. Perez-Pozuelo

Dimitris Spathis

Cecilia Mascolo

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Papers citing "Exploring Contrastive Learning in Human Activity Recognition for Healthcare"

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Title
Wearable Accelerometer Foundation Models for Health via Knowledge Distillation Salar Abbaspourazad Anshuman Mishra Joseph D. Futoma Andrew C. Miller Ian Shapiro 147 0 0 15 Dec 2024
Past, Present, and Future of Sensor-Based Human Activity Recognition Using Wearables: A Surveying Tutorial on a Still Challenging Task H. Haresamudram Chi Ian Tang Sungho Suh P. Lukowicz Thomas Ploetz 169 3 0 11 Nov 2024
PaPaGei: Open Foundation Models for Optical Physiological Signals Arvind Pillai Dimitris Spathis F. Kawsar Mohammad Malekzadeh VLM 83 8 0 27 Oct 2024
Towards Generalisable Time Series Understanding Across Domains Özgün Turgut Philip Muller Martin J. Menten Daniel Rueckert AI4TS 107 3 0 09 Oct 2024
MuJo: Multimodal Joint Feature Space Learning for Human Activity Recognition Stefan Gerd Fritsch Cennet Oğuz Vitor Fortes Rey L. Ray Maximilian Kiefer-Emmanouilidis Paul Lukowicz HAI 78 0 0 06 Jun 2024
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 378 18,866 0 13 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 210 12,124 0 13 Nov 2019
Multi-task Self-Supervised Learning for Human Activity Detection Aaqib Saeed T. Ozcelebi J. Lukkien SSL 123 275 0 27 Jul 2019
Data-Efficient Image Recognition with Contrastive Predictive Coding Olivier J. Hénaff A. Srinivas J. Fauw Ali Razavi Carl Doersch S. M. Ali Eslami Aaron van den Oord SSL 138 1,432 0 22 May 2019
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 351 10,356 0 10 Jul 2018
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 182 3,466 0 05 May 2018
Protecting Sensory Data against Sensitive Inferences Mohammad Malekzadeh R. Clegg Andrea Cavallaro Hamed Haddadi 145 170 0 21 Feb 2018
Data Augmentation of Wearable Sensor Data for Parkinson's Disease Monitoring using Convolutional Neural Networks T. T. Um Franz MJ Pfister Daniel C. Pichler Satoshi Endo Muriel Lang Sandra Hirche U. Fietzek Dana Kulić 90 681 0 02 Jun 2017
UniMiB SHAR: a new dataset for human activity recognition using acceleration data from smartphones D. Micucci M. Mobilio Paolo Napoletano 70 476 0 23 Nov 2016
Deep, Convolutional, and Recurrent Models for Human Activity Recognition using Wearables Nils Y. Hammerla Shane Halloran T. Plötz HAI BDL 62 890 0 29 Apr 2016