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Deep, Convolutional, and Recurrent Models for Human Activity Recognition
  using Wearables

Deep, Convolutional, and Recurrent Models for Human Activity Recognition using Wearables

29 April 2016
Nils Y. Hammerla
Shane Halloran
T. Plötz
    HAI
    BDL
ArXivPDFHTML

Papers citing "Deep, Convolutional, and Recurrent Models for Human Activity Recognition using Wearables"

50 / 68 papers shown
Title
Domain-Adversarial Anatomical Graph Networks for Cross-User Human Activity Recognition
Domain-Adversarial Anatomical Graph Networks for Cross-User Human Activity Recognition
Xiaozhou Ye
Kevin I-Kai Wang
31
0
0
08 May 2025
HearFit+: Personalized Fitness Monitoring via Audio Signals on Smart Speakers
HearFit+: Personalized Fitness Monitoring via Audio Signals on Smart Speakers
Yadong Xie
Fan Li
Yue Wu
Yu-Xiang Wang
45
5
0
30 Mar 2025
D3-Guard: Acoustic-based Drowsy Driving Detection Using Smartphones
D3-Guard: Acoustic-based Drowsy Driving Detection Using Smartphones
Yadong Xie
Fan Li
Yue Wu
Song Yang
Yu-Xiang Wang
41
42
0
30 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 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
SensorLLM: Human-Intuitive Alignment of Multivariate Sensor Data with LLMs for Activity Recognition
Zechen Li
Shohreh Deldari
Linyao Chen
Hao Xue
Flora D. Salim
46
6
0
14 Oct 2024
Topological Persistence Guided Knowledge Distillation for Wearable
  Sensor Data
Topological Persistence Guided Knowledge Distillation for Wearable Sensor Data
Eun Som Jeon
Hongjun Choi
A. Shukla
Yuan Wang
Hyunglae Lee
M. Buman
Pavan Turaga
35
3
0
07 Jul 2024
Daily Physical Activity Monitoring -- Adaptive Learning from
  Multi-source Motion Sensor Data
Daily Physical Activity Monitoring -- Adaptive Learning from Multi-source Motion Sensor Data
Haoting Zhang
Donglin Zhan
Yunduan Lin
Jinghai He
Qing Zhu
Z. Shen
Zeyu Zheng
40
0
0
26 May 2024
Cross-Domain HAR: Few Shot Transfer Learning for Human Activity
  Recognition
Cross-Domain HAR: Few Shot Transfer Learning for Human Activity Recognition
Megha Thukral
H. Haresamudram
Thomas Ploetz
40
4
0
22 Oct 2023
Weakly Supervised Multi-Task Representation Learning for Human Activity
  Analysis Using Wearables
Weakly Supervised Multi-Task Representation Learning for Human Activity Analysis Using Wearables
Taoran Sheng
M. Huber
SSL
HAI
24
20
0
06 Aug 2023
Two-stream Multi-level Dynamic Point Transformer for Two-person
  Interaction Recognition
Two-stream Multi-level Dynamic Point Transformer for Two-person Interaction Recognition
Yao Liu
Gangfeng Cui
Jiahui Luo
Xiaojun Chang
L. Yao
ViT
3DPC
16
5
0
22 Jul 2023
Siamese Networks for Weakly Supervised Human Activity Recognition
Siamese Networks for Weakly Supervised Human Activity Recognition
Taoran Sheng
M. Huber
HAI
19
15
0
18 Jul 2023
A Real-time Human Pose Estimation Approach for Optimal Sensor Placement
  in Sensor-based Human Activity Recognition
A Real-time Human Pose Estimation Approach for Optimal Sensor Placement in Sensor-based Human Activity Recognition
Orhan Konak
Alexander Wischmann
Robin Van De Water
Bert Arnrich
16
3
0
06 Jul 2023
Fruit Picker Activity Recognition with Wearable Sensors and Machine
  Learning
Fruit Picker Activity Recognition with Wearable Sensors and Machine Learning
J. Dabrowski
Ashfaqur Rahman
14
3
0
20 Apr 2023
Domain Adaptation for Inertial Measurement Unit-based Human Activity
  Recognition: A Survey
Domain Adaptation for Inertial Measurement Unit-based Human Activity Recognition: A Survey
Avijoy Chakma
A. Faridee
Indrajeet Ghosh
Nirmalya Roy
38
4
0
07 Apr 2023
Robust Multimodal Fusion for Human Activity Recognition
Robust Multimodal Fusion for Human Activity Recognition
Sanju Xaviar
Xin Yang
Omid Ardakanian
HAI
29
5
0
08 Mar 2023
Model-based Transfer Learning for Automatic Optical Inspection based on
  domain discrepancy
Model-based Transfer Learning for Automatic Optical Inspection based on domain discrepancy
Erik Isai Valle Salgado
Haoxin Yan
Yue Hong
Peiyuan Zhu
Shidong Zhu
...
Yanxiang Wen
Xiu Li
Xiaolin Qian
Xiaohao Wang
Xinghui Li
21
0
0
14 Jan 2023
Unleashing the Power of Shared Label Structures for Human Activity
  Recognition
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
18
6
0
01 Jan 2023
Video-based Pose-Estimation Data as Source for Transfer Learning in
  Human Activity Recognition
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
Multi-Stage Based Feature Fusion of Multi-Modal Data for Human Activity
  Recognition
Multi-Stage Based Feature Fusion of Multi-Modal Data for Human Activity Recognition
Hyeongju Choi
Apoorva Beedu
H. Haresamudram
Irfan Essa
22
5
0
08 Nov 2022
Automatic Assessment of Functional Movement Screening Exercises with
  Deep Learning Architectures
Automatic Assessment of Functional Movement Screening Exercises with Deep Learning Architectures
Andreas Spilz
M. Munz
11
8
0
03 Oct 2022
TASKED: Transformer-based Adversarial learning for human activity
  recognition using wearable sensors via Self-KnowledgE Distillation
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
Machine Learning for Microcontroller-Class Hardware: A Review
Machine Learning for Microcontroller-Class Hardware: A Review
Swapnil Sayan Saha
S. Sandha
Mani B. Srivastava
27
118
0
29 May 2022
Ultra-compact Binary Neural Networks for Human Activity Recognition on
  RISC-V Processors
Ultra-compact Binary Neural Networks for Human Activity Recognition on RISC-V Processors
Francesco Daghero
Chenhao Xie
Daniele Jahier Pagliari
Alessio Burrello
Marco Castellano
Luca Gandolfi
A. Calimera
Enrico Macii
M. Poncino
BDL
MQ
35
13
0
25 May 2022
Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal
  Human Activity Recognition
Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal Human Activity Recognition
Razvan Brinzea
Bulat Khaertdinov
S. Asteriadis
SSL
HAI
51
13
0
20 May 2022
Energy-Latency Attacks via Sponge Poisoning
Energy-Latency Attacks via Sponge Poisoning
Antonio Emanuele Cinà
Ambra Demontis
Battista Biggio
Fabio Roli
Marcello Pelillo
SILM
55
29
0
14 Mar 2022
Multi-View Fusion Transformer for Sensor-Based Human Activity
  Recognition
Multi-View Fusion Transformer for Sensor-Based Human Activity Recognition
Yimu Wang
Kun Yu
Yan Wang
Huiwen Xue
HAI
13
2
0
16 Feb 2022
Attention-Based Sensor Fusion for Human Activity Recognition Using IMU
  Signals
Attention-Based Sensor Fusion for Human Activity Recognition Using IMU Signals
Wenjin Tao
Haodong Chen
Md Moniruzzaman
M. C. Leu
Zhaozheng Yi
Ruwen Qin
24
10
0
20 Dec 2021
Self-supervised Autoregressive Domain Adaptation for Time Series Data
Self-supervised Autoregressive Domain Adaptation for Time Series Data
Mohamed Ragab
Emadeldeen Eldele
Zhenghua Chen
Min-man Wu
C. Kwoh
Xiaoli Li
AI4TS
32
49
0
29 Nov 2021
Deep Learning in Human Activity Recognition with Wearable Sensors: A
  Review on Advances
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
296
0
31 Oct 2021
Human Activity Recognition using Attribute-Based Neural Networks and
  Context Information
Human Activity Recognition using Attribute-Based Neural Networks and Context Information
Stefan Lüdtke
Fernando Moya Rueda
Waqas Ahmed
G. Fink
T. Kirste
HAI
12
4
0
28 Oct 2021
Exploring System Performance of Continual Learning for Mobile and
  Embedded Sensing Applications
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
28
32
0
25 Oct 2021
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
BDL
HAI
11
2
0
13 Oct 2021
An Activity Recognition Framework for Continuous Monitoring of
  Non-Steady-State Locomotion of Individuals with Parkinson's Disease
An Activity Recognition Framework for Continuous Monitoring of Non-Steady-State Locomotion of Individuals with Parkinson's Disease
M. Kazemimoghadam
Nicholas P. Fey
29
6
0
08 Oct 2021
Lightweight Transformer in Federated Setting for Human Activity
  Recognition
Lightweight Transformer in Federated Setting for Human Activity Recognition
Ali Raza
K. Tran
L. Koehl
Shujun Li
Xianyi Zeng
Khaled Benzaidi
MedIm
25
10
0
01 Oct 2021
Multimodal Federated Learning on IoT Data
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
Improving Deep Learning for HAR with shallow LSTMs
Marius Bock
Alexander Hoelzemann
Michael Moeller
Kristof Van Laerhoven
HAI
AI4TS
20
53
0
02 Aug 2021
Contrastive Predictive Coding for Human Activity Recognition
Contrastive Predictive Coding for Human Activity Recognition
H. Haresamudram
Irfan Essa
Thomas Ploetz
32
118
0
09 Dec 2020
Federated Learning with Heterogeneous Labels and Models for Mobile
  Activity Monitoring
Federated Learning with Heterogeneous Labels and Models for Mobile Activity Monitoring
Gautham Krishna Gudur
S. K. Perepu
FedML
14
37
0
04 Dec 2020
Leveraging Activity Recognition to Enable Protective Behavior Detection
  in Continuous Data
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
Sense and Learn: Self-Supervision for Omnipresent Sensors
Sense and Learn: Self-Supervision for Omnipresent Sensors
Aaqib Saeed
Victor Ungureanu
Beat Gfeller
OOD
SSL
22
39
0
28 Sep 2020
MARS: Mixed Virtual and Real Wearable Sensors for Human Activity
  Recognition with Multi-Domain Deep Learning Model
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
Towards Deep Clustering of Human Activities from Wearables
Towards Deep Clustering of Human Activities from Wearables
Alireza Abedin
F. Motlagh
Javen Qinfeng Shi
S. Hamid Rezatofighi
Damith C. Ranasinghe
HAI
16
20
0
02 Aug 2020
DanHAR: Dual Attention Network For Multimodal Human Activity Recognition
  Using Wearable Sensors
DanHAR: Dual Attention Network For Multimodal Human Activity Recognition Using Wearable Sensors
Wenbin Gao
Lei Zhang
Qi Teng
Jun He
Hao Wu
HAI
19
136
0
25 Jun 2020
Real-time Human Activity Recognition Using Conditionally Parametrized
  Convolutions on Mobile and Wearable Devices
Real-time Human Activity Recognition Using Conditionally Parametrized Convolutions on Mobile and Wearable Devices
Xin-Hua Cheng
Lefei Zhang
Yin Tang
Yue Liu
Hao Wu
Jun He
CVBM
3DH
HAI
16
55
0
05 Jun 2020
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 Recognition
Hyeokhyen Kwon
C. Tong
H. Haresamudram
Yan Gao
G. Abowd
Nicholas D. Lane
Thomas Ploetz
10
83
0
29 May 2020
Layer-wise training convolutional neural networks with smaller filters
  for human activity recognition using wearable sensors
Layer-wise training convolutional neural networks with smaller filters for human activity recognition using wearable sensors
Yin Tang
Qi Teng
Lefei Zhang
Fuhong Min
Jun He
HAI
19
89
0
08 May 2020
Human Activity Recognition using Inertial, Physiological and
  Environmental Sensors: a Comprehensive Survey
Human Activity Recognition using Inertial, Physiological and Environmental Sensors: a Comprehensive Survey
Florenc Demrozi
G. Pravadelli
A. Bihorac
Parisa Rashidi
22
233
0
19 Apr 2020
A deep learning approach for lower back-pain risk prediction during
  manual lifting
A deep learning approach for lower back-pain risk prediction during manual lifting
K. Snyder
Thomas Brennan
Ming-Lun Lu
Rashmi Jha
Menekse S. Barim
Marie Hayden
D. Werren
HAI
19
15
0
20 Mar 2020
Deep Learning for Sensor-based Human Activity Recognition: Overview,
  Challenges and Opportunities
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
rIoT: Enabling Seamless Context-Aware Automation in the Internet of
  Things
rIoT: Enabling Seamless Context-Aware Automation in the Internet of Things
Jie Hua
Chenguang Liu
T. Kalbarczyk
Catherine Wright
G. Roman
Christine Julien
14
5
0
01 Nov 2019
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