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Past, Present, and Future of Sensor-Based Human Activity Recognition Using Wearables: A Surveying Tutorial on a Still Challenging Task

11 November 2024

Papers citing "Past, Present, and Future of Sensor-Based Human Activity Recognition Using Wearables: A Surveying Tutorial on a Still Challenging Task"

45 / 95 papers shown

Title
AudioCLIP: Extending CLIP to Image, Text and Audio A. Guzhov Federico Raue Jörn Hees Andreas Dengel CLIP VLM 122 370 0 24 Jun 2021
Provable Guarantees for Self-Supervised Deep Learning with Spectral Contrastive Loss Jeff Z. HaoChen Colin Wei Adrien Gaidon Tengyu Ma SSL 77 321 0 08 Jun 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 260 7,933 0 11 May 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 967 29,810 0 26 Feb 2021
Improved Denoising Diffusion Probabilistic Models Alex Nichol Prafulla Dhariwal DiffM 352 3,715 0 18 Feb 2021
Contrastive Predictive Coding for Human Activity Recognition H. Haresamudram Irfan Essa Thomas Ploetz 87 121 0 09 Dec 2020
Time Series Change Point Detection with Self-Supervised Contrastive Predictive Coding Shohreh Deldari Daniel V. Smith Hao Xue Flora D. Salim AI4TS 74 111 0 28 Nov 2020
Score-Based Generative Modeling through Stochastic Differential Equations Yang Song Jascha Narain Sohl-Dickstein Diederik P. Kingma Abhishek Kumar Stefano Ermon Ben Poole DiffM SyDa 353 6,566 0 26 Nov 2020
Yet it moves: Learning from Generic Motions to Generate IMU data from YouTube videos Vitor Fortes Rey Kamalveer Kaur Garewal P. Lukowicz 50 6 0 23 Nov 2020
Exploring Contrastive Learning in Human Activity Recognition for Healthcare Chi Ian Tang I. Perez-Pozuelo Dimitris Spathis Cecilia Mascolo 84 122 0 23 Nov 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 258 4,072 0 20 Nov 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 670 41,430 0 22 Oct 2020
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 289 7,469 0 06 Oct 2020
DiffWave: A Versatile Diffusion Model for Audio Synthesis Zhifeng Kong Ming-Yu Liu Jiaji Huang Kexin Zhao Bryan Catanzaro DiffM BDL 158 1,468 0 21 Sep 2020
Adversarial score matching and improved sampling for image generation Alexia Jolicoeur-Martineau Remi Piche-Taillefer Rémi Tachet des Combes Ioannis Mitliagkas DiffM 71 126 0 11 Sep 2020
Skeleton-based Action Recognition via Spatial and Temporal Transformer Networks Chiara Plizzari Marco Cannici Matteo Matteucci ViT MedIm 81 306 0 17 Aug 2020
DanHAR: Dual Attention Network For Multimodal Human Activity Recognition Using Wearable Sensors Wenbin Gao Lei Zhang Qi Teng Jun He Hao Wu HAI 72 138 0 25 Jun 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 674 18,310 0 19 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 389 6,837 0 13 Jun 2020
Human Activity Recognition from Wearable Sensor Data Using Self-Attention Saif Mahmud M. T. H. Tonmoy K. Bhaumik A. Rahman M. A. Amin M. Shoyaib Muhammad Asif Hossain Khan A. Ali HAI 75 85 0 17 Mar 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 489 3,443 0 09 Mar 2020
A Deep Learning Method for Complex Human Activity Recognition Using Virtual Wearable Sensors Fanyi Xiao Ling Pei Lei Chu Danping Zou Wenxian Yu Yifan Zhu Tao Li 46 42 0 04 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 375 18,859 0 13 Feb 2020
Data augmentation approaches for improving animal audio classification L. Nanni Gianluca Maguolo M. Paci 59 143 0 16 Dec 2019
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 532 42,591 0 03 Dec 2019
Multi-task Self-Supervised Learning for Human Activity Detection Aaqib Saeed T. Ozcelebi J. Lukkien SSL 123 275 0 27 Jul 2019
SparseSense: Human Activity Recognition from Highly Sparse Sensor Data-streams Using Set-based Neural Networks Alireza Abedin Varamin S. Hamid Rezatofighi Javen Qinfeng Shi Damith C. Ranasinghe 61 21 0 06 Jun 2019
Learning Representations by Maximizing Mutual Information Across Views Philip Bachman R. Devon Hjelm William Buchwalter SSL 195 1,477 0 03 Jun 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 622 4,798 0 13 May 2019
Cross-Subject Transfer Learning in Human Activity Recognition Systems using Generative Adversarial Networks Elnaz Soleimani Ehsan Nazerfard GAN 50 127 0 29 Mar 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
Understanding and Improving Recurrent Networks for Human Activity Recognition by Continuous Attention Mingzhi Zeng Haoxiang Gao Tong Yu Ole J. Mengshoel H. Langseth Ian Lane Xiaobing Liu HAI 56 168 0 07 Oct 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 351 10,356 0 10 Jul 2018
On Attention Models for Human Activity Recognition Vishvak Murahari T. Plötz HAI 53 145 0 19 May 2018
Protecting Sensory Data against Sensitive Inferences Mohammad Malekzadeh R. Clegg Andrea Cavallaro Hamed Haddadi 145 170 0 21 Feb 2018
Cut, Paste and Learn: Surprisingly Easy Synthesis for Instance Detection Debidatta Dwibedi Ishan Misra M. Hebert 101 622 0 04 Aug 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 730 132,363 0 12 Jun 2017
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
Ensembles of Deep LSTM Learners for Activity Recognition using Wearables Yu Guan T. Plötz HAI 54 463 0 28 Mar 2017
Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification Justin Salamon J. P. Bello 70 1,304 0 15 Aug 2016
Deep, Convolutional, and Recurrent Models for Human Activity Recognition using Wearables Nils Y. Hammerla Shane Halloran T. Plötz HAI BDL 60 890 0 29 Apr 2016
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 69 5,297 0 25 Apr 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,378 0 18 May 2015
Deep Unsupervised Learning using Nonequilibrium Thermodynamics Jascha Narain Sohl-Dickstein Eric A. Weiss Niru Maheswaranathan Surya Ganguli SyDa DiffM 306 7,016 0 12 Mar 2015
SMOTE: Synthetic Minority Over-sampling Technique Nitesh Chawla Kevin W. Bowyer Lawrence Hall W. Kegelmeyer AI4TS 386 25,686 0 09 Jun 2011