Deep Learning for Sensor-based Human Activity Recognition: Overview, Challenges and Opportunities

21 January 2020

Papers citing "Deep Learning for Sensor-based Human Activity Recognition: Overview, Challenges and Opportunities"

50 / 102 papers shown

Title
A benchmark for computational analysis of animal behavior, using animal-borne tags Benjamin Hoffman M. Cusimano V. Baglione D. Canestrari D. Chevallier ... O. Vainio A. Vehkaoja Ken Yoda Katie Zacarian A. Friedlaender 25 7 0 18 May 2023
rWISDM: Repaired WISDM, a Public Dataset for Human Activity Recognition M. Heydarian Thomas E. Doyle 17 2 0 17 May 2023
SelfAct: Personalized Activity Recognition based on Self-Supervised and Active Learning Luca Arrotta Gabriele Civitarese Samuele Valente Claudio Bettini 14 1 0 19 Apr 2023
Domain Adaptation for Inertial Measurement Unit-based Human Activity Recognition: A Survey Avijoy Chakma A. Faridee Indrajeet Ghosh Nirmalya Roy 16 4 0 07 Apr 2023
WSense: A Robust Feature Learning Module for Lightweight Human Activity Recognition A. O. Ige Mohd Halim Mohd Noor 14 1 0 31 Mar 2023
A Multi-Task Deep Learning Approach for Sensor-based Human Activity Recognition and Segmentation Furong Duan Tao Zhu Jinqiang Wang L. Chen Huansheng Ning Yaping Wan SSeg 16 13 0 20 Mar 2023
Zone-based Federated Learning for Mobile Sensing Data Xiaopeng Jiang Thinh On Nhathai Phan Hessamaldin Mohammadi Vijaya Datta Mayyuri An M. Chen Ruoming Jin Cristian Borcea FedML 24 6 0 10 Mar 2023
VALERIAN: Invariant Feature Learning for IMU Sensor-based Human Activity Recognition in the Wild Yujiao Hao Boyu Wang Rong Zheng 34 4 0 03 Mar 2023
cGAN-Based High Dimensional IMU Sensor Data Generation for Enhanced Human Activity Recognition in Therapeutic Activities Mohammad Mohammadzadeh Ali Ghadami Alireza Taheri Saeed Behzadipour 11 0 0 16 Feb 2023
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey Navid Mohammadi Foumani Lynn Miller Chang Wei Tan G. I. Webb Germain Forestier Mahsa Salehi BDL AI4TS 25 93 0 06 Feb 2023
Remote patient monitoring using artificial intelligence: Current state, applications, and challenges T. Shaik Xiaohui Tao Niall Higgins Lin Li R. Gururajan Xujuan Zhou U. Acharya 21 185 0 19 Jan 2023
Unleashing the Power of Shared Label Structures for Human Activity Recognition Xiyuan Zhang Ranak Roy Chowdhury Jiayun Zhang Dezhi Hong Rajesh K. Gupta Jingbo Shang VLM 10 6 0 01 Jan 2023
Transformers in Action Recognition: A Review on Temporal Modeling Elham Shabaninia Hossein Nezamabadi-pour Fatemeh Shafizadegan ViT 21 8 0 29 Dec 2022
Video-based Pose-Estimation Data as Source for Transfer Learning in Human Activity Recognition Shrutarv Awasthi Fernando Moya Rueda Gernot A. Fink 21 1 0 02 Dec 2022
The Contribution of Human Body Capacitance/Body-Area Electric Field To Individual and Collaborative Activity Recognition Sizhen Bian Vitor Fortes Rey Siyu Yuan P. Lukowicz 16 6 0 26 Oct 2022
MMTSA: Multimodal Temporal Segment Attention Network for Efficient Human Activity Recognition Ziqi Gao Yuntao wang Jianguo Chen Junliang Xing Shwetak N. Patel Xin Liu Yuanchun Shi 38 3 0 14 Oct 2022
Temporal Feature Alignment in Contrastive Self-Supervised Learning for Human Activity Recognition Bulat Khaertdinov S. Asteriadis 37 8 0 07 Oct 2022
Lightweight Transformers for Human Activity Recognition on Mobile Devices Sannara Ek François Portet P. Lalanda 29 28 0 22 Sep 2022
Efficient Deep Clustering of Human Activities and How to Improve Evaluation Louis Mahon Thomas Lukasiewicz HAI 18 3 0 17 Sep 2022
Improved Sensor-Based Animal Behavior Classification Performance through Conditional Generative Adversarial Network Zhuqing Zhao Dong Ha A. Damle Barbara Roqueto dos Reis Robin White S. Ha 27 0 0 06 Sep 2022
Multi-level Contrast Network for Wearables-based Joint Activity Segmentation and Recognition Songpengcheng Xia Lei Chu Ling Pei Wenxi Yu Robert C. Qiu 15 2 0 16 Aug 2022
BSDGAN: Balancing Sensor Data Generative Adversarial Networks for Human Activity Recognition Yifan Hu Yu Wang 17 7 0 07 Aug 2022
Domain Generalization for Activity Recognition via Adaptive Feature Fusion Xin Qin Jindong Wang Yiqiang Chen Wang Lu Xinlong Jiang OOD 36 35 0 21 Jul 2022
Domain Adaptation Under Behavioral and Temporal Shifts for Natural Time Series Mobile Activity Recognition Garrett Wilson J. Doppa D. Cook 8 6 0 10 Jul 2022
Comparison Study of Inertial Sensor Signal Combination for Human Activity Recognition based on Convolutional Neural Networks Farhad Nazari N. Mohajer D. Nahavandi Abbas Khosravi S. Nahavandi 6 11 0 09 Jun 2022
Lifelong Personal Context Recognition A. Bontempelli Marcelo D. Rodas-Brítez Xiaoyue Li Haonan Zhao L. Erculiani Stefano Teso Andrea Passerini Fausto Giunchiglia 24 5 0 10 May 2022
CycleSense: Detecting Near Miss Incidents in Bicycle Traffic from Mobile Motion Sensors Ahmet-Serdar Karakaya Thomas Ritter F. Biessmann David Bermbach 18 11 0 21 Apr 2022
VFDS: Variational Foresight Dynamic Selection in Bayesian Neural Networks for Efficient Human Activity Recognition Randy Ardywibowo Shahin Boluki Zhangyang Wang Bobak J. Mortazavi Shuai Huang Xiaoning Qian 14 2 0 31 Mar 2022
Negative Selection by Clustering for Contrastive Learning in Human Activity Recognition Jinqiang Wang Tao Zhu L. Chen Huansheng Ning Yaping Wan SSL HAI 23 30 0 23 Mar 2022
What Makes Good Contrastive Learning on Small-Scale Wearable-based Tasks? Hangwei Qian Tian Tian C. Miao SSL 22 50 0 12 Feb 2022
Human Activity Recognition Using Tools of Convolutional Neural Networks: A State of the Art Review, Data Sets, Challenges and Future Prospects Md. Milon Islam Sheikh Nooruddin Fakhri Karray Muhammad Ghulam BDL 16 129 0 02 Feb 2022
Security for Machine Learning-based Software Systems: a survey of threats, practices and challenges Huaming Chen Muhammad Ali Babar AAML 29 21 0 12 Jan 2022
Deep Learning in Human Activity Recognition with Wearable Sensors: A Review on Advances Shibo Zhang Yaxuan Li Shen Zhang Farzad Shahabi S. Xia Yuanbei Deng N. Alshurafa BDL 23 295 0 31 Oct 2021
A Survey of Human Activity Recognition in Smart Homes Based on IoT Sensors Algorithms: Taxonomies, Challenges, and Opportunities with Deep Learning Damien Bouchabou S. Nguyen Christopher Lohr Benoit Leduc Ioannis Kanellos 32 130 0 18 Oct 2021
Sensor Data Augmentation by Resampling for Contrastive Learning in Human Activity Recognition Jinqiang Wang Tao Zhu Jingyuan Gan L. Chen Huansheng Ning Yaping Wan 9 49 0 05 Sep 2021
Improving Deep Learning for HAR with shallow LSTMs Marius Bock Alexander Hoelzemann Michael Moeller Kristof Van Laerhoven HAI AI4TS 15 53 0 02 Aug 2021
Real-Time Activity Recognition and Intention Recognition Using a Vision-based Embedded System Sahar Darafsh S. S. Ghidary M. S. Zamani 11 7 0 27 Jul 2021
A Neurorobotics Approach to Behaviour Selection based on Human Activity Recognition C. M. Ranieri R. Moioli P. A. Vargas R. Romero 14 0 0 27 Jul 2021
Early Mobility Recognition for Intensive Care Unit Patients Using Accelerometers Rex Liu Sarina Fazio Huan Zhang Albara Ah Ramli Xin Liu Jason Y. Adams 13 4 0 28 Jun 2021
A Survey of Privacy Vulnerabilities of Mobile Device Sensors Paula Delgado-Santos Giuseppe Stragapede Ruben Tolosana R. Guest F. Deravi R. Vera-Rodríguez PILM 24 45 0 18 Jun 2021
WaveGlove: Transformer-based hand gesture recognition using multiple inertial sensors M. Králik Marek Suppa 16 8 0 04 May 2021
Continual Learning in Sensor-based Human Activity Recognition: an Empirical Benchmark Analysis Saurav Jha Martin Schiemer F. Zambonelli Juan Ye 21 48 0 19 Apr 2021
Physical Activity Recognition Based on a Parallel Approach for an Ensemble of Machine Learning and Deep Learning Classifiers Mariem Abid Amal Khabou Y. Ouakrim Hugo Watel Safouene Chemcki A. Mitiche Amel Benazza-Benyahia N. Mezghani 21 6 0 02 Mar 2021
Deep Gait Recognition: A Survey Alireza Sepas-Moghaddam Ali Etemad CVBM 20 172 0 18 Feb 2021
B-HAR: an open-source baseline framework for in depth study of human activity recognition datasets and workflows Florenc Demrozi Cristian Turetta G. Pravadelli 17 8 0 23 Jan 2021
Adversarially Robust and Explainable Model Compression with On-Device Personalization for Text Classification Yao Qiang Supriya Tumkur Suresh Kumar Marco Brocanelli D. Zhu AAML 23 0 0 10 Jan 2021
T-WaveNet: Tree-Structured Wavelet Neural Network for Sensor-Based Time Series Analysis Minhao Liu Ailing Zeng Qiuxia Lai Qiang Xu AI4TS 8 2 0 10 Dec 2020
A Tree-structure Convolutional Neural Network for Temporal Features Exaction on Sensor-based Multi-resident Activity Recognition Jingjing Cao Fukang Guo Xin Lai Qiang-feng Zhou Jinshan Dai 6 2 0 05 Nov 2020
Vision and Inertial Sensing Fusion for Human Action Recognition : A Review Sharmin Majumder N. Kehtarnavaz 14 65 0 02 Aug 2020
Spectrum-Guided Adversarial Disparity Learning Zhe Liu Lina Yao Lei Bai Xianzhi Wang Can Wang 6 8 0 14 Jul 2020