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Self-supervised Learning for Human Activity Recognition Using 700,000
  Person-days of Wearable Data

Self-supervised Learning for Human Activity Recognition Using 700,000 Person-days of Wearable Data

6 June 2022
H. Yuan
Shing Chan
Andrew P. Creagh
C. Tong
Aidan Acquah
David Clifton
Aiden Doherty
    SSL
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Papers citing "Self-supervised Learning for Human Activity Recognition Using 700,000 Person-days of Wearable Data"

24 / 24 papers shown
Title
Reducing Annotation Burden in Physical Activity Research Using Vision-Language Models
Reducing Annotation Burden in Physical Activity Research Using Vision-Language Models
Abram Schonfeldt
Benjamin Maylor
Xiaofang Chen
Ronald Clark
Aiden Doherty
81
0
0
06 May 2025
PIM: Physics-Informed Multi-task Pre-training for Improving Inertial Sensor-Based Human Activity Recognition
PIM: Physics-Informed Multi-task Pre-training for Improving Inertial Sensor-Based Human Activity Recognition
Dominique Nshimyimana
Vitor Fortes Rey
Sungho Suh
Bo Zhou
P. Lukowicz
AI4CE
58
0
0
23 Mar 2025
Frequency-Aware Masked Autoencoders for Human Activity Recognition using Accelerometers
Frequency-Aware Masked Autoencoders for Human Activity Recognition using Accelerometers
Niels R. Lorenzen
P. Jennum
Emmanuel Mignot
A. Brink-Kjaer
48
0
0
17 Feb 2025
WatchGuardian: Enabling User-Defined Personalized Just-in-Time Intervention on Smartwatch
WatchGuardian: Enabling User-Defined Personalized Just-in-Time Intervention on Smartwatch
Ying Lei
Yancheng Cao
Will Wang
Yuanzhe Dong
Changchang Yin
...
Randy Auerbach
Lena Mamykina
Dakuo Wang
Yansen Wang
Xuhai Xu
AI4MH
72
0
0
09 Feb 2025
Detecting Daily Living Gait Amid Huntington's Disease Chorea using a
  Foundation Deep Learning Model
Detecting Daily Living Gait Amid Huntington's Disease Chorea using a Foundation Deep Learning Model
Dafna Schwartz
Lori Quinn
Nora E. Fritz
Lisa M. Muratori
Jeffery M. Hausdorff
Ran Gilad Bachrach
84
0
0
15 Dec 2024
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
86
2
0
11 Nov 2024
PaPaGei: Open Foundation Models for Optical Physiological Signals
PaPaGei: Open Foundation Models for Optical Physiological Signals
Arvind Pillai
Dimitris Spathis
F. Kawsar
Mohammad Malekzadeh
VLM
59
7
0
27 Oct 2024
UniMTS: Unified Pre-training for Motion Time Series
UniMTS: Unified Pre-training for Motion Time Series
Xiyuan Zhang
Diyan Teng
Ranak Roy Chowdhury
Shuheng Li
Dezhi Hong
Rajesh K. Gupta
Jingbo Shang
AI4TS
26
3
0
18 Oct 2024
CUDLE: Learning Under Label Scarcity to Detect Cannabis Use in
  Uncontrolled Environments
CUDLE: Learning Under Label Scarcity to Detect Cannabis Use in Uncontrolled Environments
Reza Rahimi Azghan
Nicholas C. Glodosky
Ramesh Kumar Sah
Carrie Cuttler
Ryan McLaughlin
M. Cleveland
Hassan Ghasemzadeh
48
2
0
04 Oct 2024
Exploiting Air Quality Monitors to Perform Indoor Surveillance: Academic
  Setting
Exploiting Air Quality Monitors to Perform Indoor Surveillance: Academic Setting
Prasenjit Karmakar
Swadhin Pradhan
Sandip Chakraborty
54
2
0
11 Aug 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
58
6
0
09 Jul 2024
Large Language Models are Zero-Shot Recognizers for Activities of Daily Living
Large Language Models are Zero-Shot Recognizers for Activities of Daily Living
Gabriele Civitarese
Michele Fiori
Priyankar Choudhary
Claudio Bettini
47
5
0
01 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
86
7
0
14 Apr 2024
Evaluating Large Language Models as Virtual Annotators for Time-series
  Physical Sensing Data
Evaluating Large Language Models as Virtual Annotators for Time-series Physical Sensing Data
Aritra Hota
S. Chatterjee
Sandip Chakraborty
61
12
0
02 Mar 2024
CAPTURE-24: A large dataset of wrist-worn activity tracker data
  collected in the wild for human activity recognition
CAPTURE-24: A large dataset of wrist-worn activity tracker data collected in the wild for human activity recognition
Shing Chan
Hang Yuan
Catherine Tong
Aidan Acquah
Abram Schonfeldt
Jonathan Gershuny
Aiden Doherty
54
7
0
29 Feb 2024
The first step is the hardest: Pitfalls of Representing and Tokenizing
  Temporal Data for Large Language Models
The first step is the hardest: Pitfalls of Representing and Tokenizing Temporal Data for Large Language Models
Dimitris Spathis
F. Kawsar
AI4TS
44
20
0
12 Sep 2023
Don't freeze: Finetune encoders for better Self-Supervised HAR
Don't freeze: Finetune encoders for better Self-Supervised HAR
Vitor Fortes Rey
Dominique Nshimyimana
P. Lukowicz
39
8
0
03 Jul 2023
On convex decision regions in deep network representations
On convex decision regions in deep network representations
Lenka Tvetková
Thea Brusch
Teresa Scheidt
Fabian Martin Mager
R. Aagaard
Jonathan Foldager
T. S. Alstrøm
Lars Kai Hansen
58
2
0
26 May 2023
ConvBoost: Boosting ConvNets for Sensor-based Activity Recognition
ConvBoost: Boosting ConvNets for Sensor-based Activity Recognition
Shuai Shao
Yu Guan
B. Zhai
P. Missier
Thomas Ploetz
HAI
24
6
0
22 May 2023
A benchmark for computational analysis of animal behavior, using
  animal-borne tags
A benchmark for computational analysis of animal behavior, using animal-borne tags
Benjamin Hoffman
M. Cusimano
V. Baglione
D. Canestrari
D. Chevallier
...
O. Vainio
A. Vehkaoja
Ken Yoda
Katie Zacarian
A. Friedlaender
36
7
0
18 May 2023
Human Activity Recognition Using Self-Supervised Representations of
  Wearable Data
Human Activity Recognition Using Self-Supervised Representations of Wearable Data
Maximilien Burq
Niranjan Sridhar
55
0
0
26 Apr 2023
Simple Yet Surprisingly Effective Training Strategies for LSTMs in
  Sensor-Based Human Activity Recognition
Simple Yet Surprisingly Effective Training Strategies for LSTMs in Sensor-Based Human Activity Recognition
Shuai Shao
Yushi Guan
Xin Guan
P. Missier
Thomas Ploetz
HAI
60
2
0
23 Dec 2022
IMG2IMU: Translating Knowledge from Large-Scale Images to IMU Sensing
  Applications
IMG2IMU: Translating Knowledge from Large-Scale Images to IMU Sensing Applications
Hyungjun Yoon
Hyeong-Tae Cha
Hoang C. Nguyen
Taesik Gong
Sungyeop Lee
VLM
SSL
61
0
0
02 Sep 2022
Efficient Estimation of Word Representations in Vector Space
Efficient Estimation of Word Representations in Vector Space
Tomas Mikolov
Kai Chen
G. Corrado
J. Dean
3DV
338
31,348
0
16 Jan 2013
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