Improving Deep Learning for HAR with shallow LSTMs

Improving Deep Learning for HAR with shallow LSTMs

2 August 2021

Alexander Hoelzemann

Michael Moeller

Kristof Van Laerhoven

Papers citing "Improving Deep Learning for HAR with shallow LSTMs"

17 / 17 papers shown

Title
In Shift and In Variance: Assessing the Robustness of HAR Deep Learning Models against Variability Azhar Ali Khaked Nobuyuki Oishi Daniel Roggen Paula Lago 52 0 0 14 Mar 2025
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
TSAK: Two-Stage Semantic-Aware Knowledge Distillation for Efficient Wearable Modality and Model Optimization in Manufacturing Lines Hymalai Bello Daniel Geißler Sungho Suh Bo Zhou Paul Lukowicz 37 2 0 26 Aug 2024
Weak-Annotation of HAR Datasets using Vision Foundation Models Marius Bock Kristof Van Laerhoven Michael Moeller 35 1 0 09 Aug 2024
Masked Video and Body-worn IMU Autoencoder for Egocentric Action Recognition Mingfang Zhang Yifei Huang Ruicong Liu Yoichi Sato 51 4 0 09 Jul 2024
Game of LLMs: Discovering Structural Constructs in Activities using Large Language Models S. Hiremath Thomas Ploetz 41 1 0 19 Jun 2024
A Survey on Multimodal Wearable Sensor-based Human Action Recognition Jianyuan Ni Hao Tang Syed Tousiful Haque Yan Yan A. Ngu 77 6 0 14 Apr 2024
P2LHAP:Wearable sensor-based human activity recognition, segmentation and forecast through Patch-to-Label Seq2Seq Transformer Shuangjian Li Tao Zhu Mingxing Nie Huansheng Ning Zhenyu Liu L. Chen AI4TS 33 0 0 13 Mar 2024
Temporal Action Localization for Inertial-based Human Activity Recognition Marius Bock Michael Moeller Kristof Van Laerhoven 30 0 0 27 Nov 2023
randomHAR: Improving Ensemble Deep Learners for Human Activity Recognition with Sensor Selection and Reinforcement Learning Yiran Huang Yexu Zhou T. Riedel Likun Fang Michael Beigl HAI 21 1 0 15 Jul 2023
Hang-Time HAR: A Benchmark Dataset for Basketball Activity Recognition using Wrist-Worn Inertial Sensors Alexander Hoelzemann Julia Lee Romero Marius Bock Kristof Van Laerhoven Qin Lv 30 19 0 22 May 2023
A Matter of Annotation: An Empirical Study on In Situ and Self-Recall Activity Annotations from Wearable Sensors Alexander Hoelzemann Kristof Van Laerhoven 19 6 0 15 May 2023
Distilled Mid-Fusion Transformer Networks for Multi-Modal Human Activity Recognition Jingcheng Li L. Yao Binghao Li Claude Sammut 31 2 0 05 May 2023
WEAR: An Outdoor Sports Dataset for Wearable and Egocentric Activity Recognition Marius Bock Hilde Kuehne Kristof Van Laerhoven Michael Moeller EgoV 40 24 0 11 Apr 2023
Self-Supervised Human Activity Recognition with Localized Time-Frequency Contrastive Representation Learning Setareh Rahimi Taghanaki M. Rainbow Ali Etemad SSL 13 11 0 26 Aug 2022
Enhancing Causal Estimation through Unlabeled Offline Data Ron Teichner Ron Meir Danny Eitan CML OOD 16 4 0 16 Feb 2022
Tutorial on Deep Learning for Human Activity Recognition Marius Bock Alexander Hoelzemann Michael Moeller Kristof Van Laerhoven BDL HAI 6 2 0 13 Oct 2021