Improving Deep Learning for HAR with shallow LSTMs

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Improving Deep Learning for HAR with shallow LSTMs

2 August 2021

Alexander Hoelzemann

Michael Moeller

Kristof Van Laerhoven

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

9 / 9 papers shown

Title
MARAuder's Map: Motion-Aware Real-time Activity Recognition with Layout-Based Trajectories Zishuai Liu Weihang You Jin Lu Fei Dou 40 0 0 08 Nov 2025
In Shift and In Variance: Assessing the Robustness of HAR Deep Learning Models against VariabilityItalian National Conference on Sensors (INS), 2025 Azhar Ali Khaked Nobuyuki Oishi Daniel Roggen Paula Lago 159 1 0 14 Mar 2025
Past, Present, and Future of Sensor-Based Human Activity Recognition Using Wearables: A Surveying Tutorial on a Still Challenging TaskProceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2024 H. Haresamudram Chi Ian Tang Sungho Suh P. Lukowicz Thomas Ploetz 370 10 0 11 Nov 2024
P2LHAP:Wearable sensor-based human activity recognition, segmentation and forecast through Patch-to-Label Seq2Seq TransformerIEEE Internet of Things Journal (IEEE IoT J.), 2024 Shuangjian Li Tao Zhu Mingxing Nie Huansheng Ning Zhenyu Liu L. Chen AI4TS 130 0 0 13 Mar 2024
A Matter of Annotation: An Empirical Study on In Situ and Self-Recall Activity Annotations from Wearable Sensors Alexander Hoelzemann Kristof Van Laerhoven 122 8 0 15 May 2023
Self-Supervised Human Activity Recognition with Localized Time-Frequency Contrastive Representation LearningIEEE Transactions on Human-Machine Systems (IEEE Trans. Hum.-Mach. Syst.), 2022 Setareh Rahimi Taghanaki M. Rainbow Ali Etemad SSL 158 17 0 26 Aug 2022
Enhancing Causal Estimation through Unlabeled Offline DataInternational Conference Frontiers Signal Processing (ICFSP), 2022 Ron Teichner Ron Meir Danny Eitan CML OOD 83 4 0 16 Feb 2022
Tutorial on Deep Learning for Human Activity Recognition Marius Bock Alexander Hoelzemann Michael Moeller Kristof Van Laerhoven BDL HAI 47 2 0 13 Oct 2021
IMUTube: Automatic Extraction of Virtual on-body Accelerometry from Video for Human Activity RecognitionProceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2020 Hiroko H. Dodge C. Tong H. Haresamudram Yan Gao G. Abowd Nicholas D. Lane Thomas Ploetz 199 97 0 29 May 2020