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2206.02909
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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
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
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
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
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
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
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
Arvind Pillai
Dimitris Spathis
F. Kawsar
Mohammad Malekzadeh
VLM
59
7
0
27 Oct 2024
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
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
Prasenjit Karmakar
Swadhin Pradhan
Sandip Chakraborty
54
2
0
11 Aug 2024
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
Gabriele Civitarese
Michele Fiori
Priyankar Choudhary
Claudio Bettini
47
5
0
01 Jul 2024
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
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
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
Dimitris Spathis
F. Kawsar
AI4TS
44
20
0
12 Sep 2023
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
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
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
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
Maximilien Burq
Niranjan Sridhar
55
0
0
26 Apr 2023
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
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
Tomas Mikolov
Kai Chen
G. Corrado
J. Dean
3DV
338
31,348
0
16 Jan 2013
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