Ensembles of Deep LSTM Learners for Activity Recognition using Wearables

28 March 2017

Papers citing "Ensembles of Deep LSTM Learners for Activity Recognition using Wearables"

35 / 35 papers shown

Title
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 76 2 0 11 Nov 2024
SensorLLM: Human-Intuitive Alignment of Multivariate Sensor Data with LLMs for Activity Recognition Zechen Li Shohreh Deldari Linyao Chen Hao Xue Flora Salim 48 0 0 14 Oct 2024
Representation Learning for Wearable-Based Applications in the Case of Missing Data Janosch Jungo Yutong Xiang S. Gashi Christian Holz 29 1 0 08 Jan 2024
A Causality-Aware Pattern Mining Scheme for Group Activity Recognition in a Pervasive Sensor Space Hyunju Kim Heesuk Son Dongman Lee 6 0 0 01 Dec 2023
Game Theory Solutions in Sensor-Based Human Activity Recognition: A Review M. Shayesteh Behrooz Sharokhzadeh B. Masoumi 18 3 0 09 Nov 2023
Fruit Picker Activity Recognition with Wearable Sensors and Machine Learning J. Dabrowski Ashfaqur Rahman 14 3 0 20 Apr 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 31 13 0 20 Mar 2023
TASKED: Transformer-based Adversarial learning for human activity recognition using wearable sensors via Self-KnowledgE Distillation Sungho Suh Vitor Fortes Rey P. Lukowicz 30 55 0 14 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
Domain Generalization for Activity Recognition via Adaptive Feature Fusion Xin Qin Jindong Wang Yiqiang Chen Wang Lu Xinlong Jiang OOD 40 36 0 21 Jul 2022
A Close Look into Human Activity Recognition Models using Deep Learning Wei Zhong Tee Rushit Dave Naeem Seliya Mounika Vanamala HAI 32 19 0 26 Apr 2022
Attention-Based Sensor Fusion for Human Activity Recognition Using IMU Signals Wenjin Tao Haodong Chen Md Moniruzzaman M. C. Leu Zhaozheng Yi Ruwen Qin 27 11 0 20 Dec 2021
Exploring System Performance of Continual Learning for Mobile and Embedded Sensing Applications Young D. Kwon Jagmohan Chauhan Abhishek Kumar Pan Hui Cecilia Mascolo CLL HAI 33 32 0 25 Oct 2021
Multimodal Federated Learning on IoT Data Yuchen Zhao Payam Barnaghi Hamed Haddadi 13 74 0 10 Sep 2021
Improving Deep Learning for HAR with shallow LSTMs Marius Bock Alexander Hoelzemann Michael Moeller Kristof Van Laerhoven HAI AI4TS 23 53 0 02 Aug 2021
A Novel Multi-Stage Training Approach for Human Activity Recognition from Multimodal Wearable Sensor Data Using Deep Neural Network Tanvir Mahmud A. S. Sazzad Sayyed S. Fattah S. Kung HAI 11 26 0 03 Jan 2021
Contrastive Predictive Coding for Human Activity Recognition H. Haresamudram Irfan Essa Thomas Ploetz 32 118 0 09 Dec 2020
Leveraging Activity Recognition to Enable Protective Behavior Detection in Continuous Data Chongyang Wang Yuan Gao Akhil Mathur A. Williams Nicholas D. Lane N. Bianchi-Berthouze 32 34 0 03 Nov 2020
MARS: Mixed Virtual and Real Wearable Sensors for Human Activity Recognition with Multi-Domain Deep Learning Model Ling Pei Songpengcheng Xia Lei Chu Fanyi Xiao Qi Wu Wenxian Yu Zixuan Zhang 37 30 0 20 Sep 2020
SOFA-Net: Second-Order and First-order Attention Network for Crowd Counting Haoran Duan Shidong Wang Yu Guan EgoV 24 14 0 09 Aug 2020
Fatigue Assessment using ECG and Actigraphy Sensors Yang Bai Yu Guan W. Ng 13 25 0 06 Aug 2020
Towards Deep Clustering of Human Activities from Wearables Alireza Abedin F. Motlagh Javen Qinfeng Shi S. Hamid Rezatofighi Damith C. Ranasinghe HAI 21 20 0 02 Aug 2020
RNNs on Monitoring Physical Activity Energy Expenditure in Older People Stylianos Paraschiakos C. S.A. Jeremiah Okai E. Slagboom M. Beekman A. Knobbe 11 14 0 01 Jun 2020
IMUTube: Automatic Extraction of Virtual on-body Accelerometry from Video for Human Activity Recognition Hyeokhyen Kwon C. Tong H. Haresamudram Yan Gao G. Abowd Nicholas D. Lane Thomas Ploetz 15 83 0 29 May 2020
Human Activity Recognition using Inertial, Physiological and Environmental Sensors: a Comprehensive Survey Florenc Demrozi G. Pravadelli A. Bihorac Parisa Rashidi 22 234 0 19 Apr 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 42 619 0 21 Jan 2020
Personalized Activity Recognition with Deep Triplet Embeddings D. Burns C. Whyne HAI 27 25 0 15 Jan 2020
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 25 21 0 06 Jun 2019
Cross-Subject Transfer Learning in Human Activity Recognition Systems using Generative Adversarial Networks Elnaz Soleimani Ehsan Nazerfard GAN 22 120 0 29 Mar 2019
Multi-modal Egocentric Activity Recognition using Audio-Visual Features Mehmet Ali Arabaci Fatih Özkan Elif Surer P. Jančovič A. Temi̇zel EgoV 8 17 0 02 Jul 2018
Semi-Supervised Convolutional Neural Networks for Human Activity Recognition Mingzhi Zeng Tong Yu Tianlin Li Le T. Nguyen Ole J. Mengshoel Ian Lane SSL HAI 11 62 0 22 Jan 2018
Fullie and Wiselie: A Dual-Stream Recurrent Convolutional Attention Model for Activity Recognition Kaixuan Chen Lina Yao Tao Gu Zhiwen Yu Xianzhi Wang Dalin Zhang 35 3 0 21 Nov 2017
Deep Learning for Automatic Stereotypical Motor Movement Detection using Wearable Sensors in Autism Spectrum Disorders N. M. Rad S. M. Kia Calogero Zarbo Twan van Laarhoven Giuseppe Jurman Paola Venuti E. Marchiori Cesare Furlanello 8 71 0 14 Sep 2017
RDeepSense: Reliable Deep Mobile Computing Models with Uncertainty Estimations Shuochao Yao Yiran Zhao Huajie Shao Aston Zhang Chao Zhang Shen Li Tarek F. Abdelzaher UQCV HAI 38 37 0 09 Sep 2017
MobiRNN: Efficient Recurrent Neural Network Execution on Mobile GPU Qingqing Cao Niranjan Balasubramanian A. Balasubramanian 26 61 0 03 Jun 2017