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Improving Deep Learning for HAR with shallow LSTMs
v1v2 (latest)

Improving Deep Learning for HAR with shallow LSTMs

2 August 2021
Marius Bock
Alexander Hoelzemann
Michael Moeller
Kristof Van Laerhoven
    HAIAI4TS
ArXiv (abs)PDFHTMLGithub (62★)

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

12 / 12 papers shown
MARAuder's Map: Motion-Aware Real-time Activity Recognition with Layout-Based Trajectories
MARAuder's Map: Motion-Aware Real-time Activity Recognition with Layout-Based Trajectories
Zishuai Liu
Weihang You
Jin Lu
Fei Dou
124
0
0
08 Nov 2025
In Shift and In Variance: Assessing the Robustness of HAR Deep Learning Models against Variability
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
225
2
0
14 Mar 2025
Past, Present, and Future of Sensor-Based Human Activity Recognition Using Wearables: A Surveying Tutorial on a Still Challenging Task
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
518
20
0
11 Nov 2024
Masked Video and Body-worn IMU Autoencoder for Egocentric Action
  Recognition
Masked Video and Body-worn IMU Autoencoder for Egocentric Action Recognition
Mingfang Zhang
Yifei Huang
Ruicong Liu
Yoichi Sato
255
23
0
09 Jul 2024
A Survey on Multimodal Wearable Sensor-based Human Action Recognition
A Survey on Multimodal Wearable Sensor-based Human Action Recognition
Jianyuan Ni
Hao Tang
Syed Tousiful Haque
Yan Yan
A. Ngu
343
27
0
14 Apr 2024
P2LHAP:Wearable sensor-based human activity recognition, segmentation
  and forecast through Patch-to-Label Seq2Seq Transformer
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
186
5
0
13 Mar 2024
A Matter of Annotation: An Empirical Study on In Situ and Self-Recall
  Activity Annotations from Wearable Sensors
A Matter of Annotation: An Empirical Study on In Situ and Self-Recall Activity Annotations from Wearable Sensors
Alexander Hoelzemann
Kristof Van Laerhoven
179
13
0
15 May 2023
WEAR: An Outdoor Sports Dataset for Wearable and Egocentric Activity
  Recognition
WEAR: An Outdoor Sports Dataset for Wearable and Egocentric Activity RecognitionProceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2023
Marius Bock
Hilde Kuehne
Kristof Van Laerhoven
Michael Moeller
EgoV
560
63
0
11 Apr 2023
Self-Supervised Human Activity Recognition with Localized Time-Frequency
  Contrastive Representation Learning
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
280
18
0
26 Aug 2022
Enhancing Causal Estimation through Unlabeled Offline Data
Enhancing Causal Estimation through Unlabeled Offline DataInternational Conference Frontiers Signal Processing (ICFSP), 2022
Ron Teichner
Ron Meir
Danny Eitan
CMLOOD
130
4
0
16 Feb 2022
Tutorial on Deep Learning for Human Activity Recognition
Tutorial on Deep Learning for Human Activity Recognition
Marius Bock
Alexander Hoelzemann
Michael Moeller
Kristof Van Laerhoven
BDLHAI
72
2
0
13 Oct 2021
IMUTube: Automatic Extraction of Virtual on-body Accelerometry from
  Video for Human Activity Recognition
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
364
106
0
29 May 2020
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