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Contrastive Predictive Coding for Human Activity Recognition

Contrastive Predictive Coding for Human Activity Recognition

Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2020
9 December 2020
H. Haresamudram
Irfan Essa
Thomas Ploetz
ArXiv (abs)PDFHTML

Papers citing "Contrastive Predictive Coding for Human Activity Recognition"

48 / 48 papers shown
CARE: Contrastive Alignment for ADL Recognition from Event-Triggered Sensor Streams
CARE: Contrastive Alignment for ADL Recognition from Event-Triggered Sensor Streams
Junhao Zhao
Zishuai Liu
Ruili Fang
Jin Lu
L. Zhang
Fei Dou
AI4TS
206
0
0
19 Oct 2025
Leveraging Shared Prototypes for a Multimodal Pulse Motion Foundation Model
Leveraging Shared Prototypes for a Multimodal Pulse Motion Foundation Model
Wanting Mao
Maxwell A. Xu
Harish Haresamudram
Mithun Saha
Santosh Kumar
James M. Rehg
204
0
0
10 Oct 2025
Towards Generalizable Human Activity Recognition: A Survey
Towards Generalizable Human Activity Recognition: A Survey
Yize Cai
Baoshen Guo
Flora Salim
Zhiqing Hong
205
3
0
17 Aug 2025
Mindfulness Meditation and Respiration: Accelerometer-Based Respiration Rate and Mindfulness Progress Estimation to Enhance App Engagement and Mindfulness Skills
Mindfulness Meditation and Respiration: Accelerometer-Based Respiration Rate and Mindfulness Progress Estimation to Enhance App Engagement and Mindfulness SkillsProceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2025
Mohammad Nur Hossain Khan
David creswell
Jordan Albert
Patrick O'Connell
Shawn Fallon
Mathew Polowitz
Xuhai "orson" Xu
Bashima Islam
172
1
0
23 Jul 2025
AgentSense: Virtual Sensor Data Generation Using LLM Agents in Simulated Home Environments
AgentSense: Virtual Sensor Data Generation Using LLM Agents in Simulated Home Environments
Zikang Leng
Megha Thukral
Yaqi Liu
Hrudhai Rajasekhar
S. Hiremath
Jiaman He
Thomas Plötz
SyDa
499
3
0
13 Jun 2025
Saga: Capturing Multi-granularity Semantics from Massive Unlabelled IMU Data for User Perception
Saga: Capturing Multi-granularity Semantics from Massive Unlabelled IMU Data for User PerceptionIEEE International Conference on Distributed Computing Systems (ICDCS), 2025
Yunzhe Li
Facheng Hu
Hongzi Zhu
Shifan Zhang
Liang Zhang
Shan Chang
Minyi Guo
357
1
0
16 Apr 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
239
0
0
17 Feb 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
517
20
0
11 Nov 2024
Sensor2Text: Enabling Natural Language Interactions for Daily Activity
  Tracking Using Wearable Sensors
Sensor2Text: Enabling Natural Language Interactions for Daily Activity Tracking Using Wearable SensorsProceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2024
Wenqiang Chen
Jiaxuan Cheng
Leyao Wang
Wei Zhao
Wojciech Matusik
340
20
0
26 Oct 2024
Trading through Earnings Seasons using Self-Supervised Contrastive
  Representation Learning
Trading through Earnings Seasons using Self-Supervised Contrastive Representation Learning
Zhengxin Joseph Ye
Bjoern Schuller
196
1
0
25 Sep 2024
Layout Agnostic Human Activity Recognition in Smart Homes through
  Textual Descriptions Of Sensor Triggers (TDOST)
Layout Agnostic Human Activity Recognition in Smart Homes through Textual Descriptions Of Sensor Triggers (TDOST)
Megha Thukral
Sourish Gunesh Dhekane
S. Hiremath
H. Haresamudram
Thomas Ploetz
391
24
0
20 May 2024
Elevator, Escalator, or Neither? Classifying Conveyor State Using Smartphone under Arbitrary Pedestrian Behavior
Elevator, Escalator, or Neither? Classifying Conveyor State Using Smartphone under Arbitrary Pedestrian BehaviorIEEE Transactions on Mobile Computing (IEEE TMC), 2024
Tianlang He
Zhiqiu Xia
S.-H. Gary Chan
357
0
0
06 May 2024
JOSENet: A Joint Stream Embedding Network for Violence Detection in
  Surveillance Videos
JOSENet: A Joint Stream Embedding Network for Violence Detection in Surveillance Videos
Pietro Nardelli
Danilo Comminiello
362
3
0
05 May 2024
SoK: Behind the Accuracy of Complex Human Activity Recognition Using
  Deep Learning
SoK: Behind the Accuracy of Complex Human Activity Recognition Using Deep Learning
Duc A. Nguyen
Nhien-An Le-Khac
HAI
427
6
0
25 Apr 2024
ActSonic: Recognizing Everyday Activities from Inaudible Acoustic Waves
  Around the Body
ActSonic: Recognizing Everyday Activities from Inaudible Acoustic Waves Around the Body
Saif Mahmud
Vineet Parikh
Qikang Liang
Ke Li
Ruidong Zhang
Ashwin Ajit
Vipin Gunda
Devansh Agarwal
Franccois Guimbretiere
Cheng Zhang
369
16
0
22 Apr 2024
Comparing Self-Supervised Learning Techniques for Wearable Human
  Activity Recognition
Comparing Self-Supervised Learning Techniques for Wearable Human Activity Recognition
Sannara Ek
Riccardo Presotto
Gabriele Civitarese
Franccois Portet
P. Lalanda
Claudio Bettini
HAI
260
9
0
08 Apr 2024
MESEN: Exploit Multimodal Data to Design Unimodal Human Activity
  Recognition with Few Labels
MESEN: Exploit Multimodal Data to Design Unimodal Human Activity Recognition with Few LabelsACM International Conference on Embedded Networked Sensor Systems (SenSys), 2023
Lilin Xu
Chaojie Gu
Rui Tan
Shibo He
Jiming Chen
357
16
0
02 Apr 2024
SelfReplay: Adapting Self-Supervised Sensory Models via Adaptive Meta-Task Replay
SelfReplay: Adapting Self-Supervised Sensory Models via Adaptive Meta-Task Replay
Hyungjun Yoon
Jaehyun Kwak
Biniyam Aschalew Tolera
Gaole Dai
Mo Li
Taesik Gong
Kimin Lee
Sung-Ju Lee
SSLVLM
426
0
0
29 Mar 2024
IMUGPT 2.0: Language-Based Cross Modality Transfer for Sensor-Based
  Human Activity Recognition
IMUGPT 2.0: Language-Based Cross Modality Transfer for Sensor-Based Human Activity Recognition
Zi-Jian Leng
Amitrajit Bhattacharjee
Hrudhai Rajasekhar
Lizhe Zhang
Elizabeth Bruda
Hiroko H. Dodge
Thomas Plötz
VLM
316
52
0
01 Feb 2024
Balancing Continual Learning and Fine-tuning for Human Activity
  Recognition
Balancing Continual Learning and Fine-tuning for Human Activity Recognition
Chi Ian Tang
Lorena Qendro
Dimitris Spathis
F. Kawsar
Akhil Mathur
Cecilia Mascolo
SSLHAI
328
4
0
04 Jan 2024
An Improved Masking Strategy for Self-supervised Masked Reconstruction
  in Human Activity Recognition
An Improved Masking Strategy for Self-supervised Masked Reconstruction in Human Activity Recognition
Jinqiang Wang
Tao Zhu
Huansheng Ning
174
8
0
07 Dec 2023
Cross-Domain HAR: Few Shot Transfer Learning for Human Activity
  Recognition
Cross-Domain HAR: Few Shot Transfer Learning for Human Activity RecognitionACM Transactions on Intelligent Systems and Technology (ACM TIST), 2023
Megha Thukral
H. Haresamudram
Thomas Ploetz
295
31
0
22 Oct 2023
Multimodal Contrastive Learning with Hard Negative Sampling for Human
  Activity Recognition
Multimodal Contrastive Learning with Hard Negative Sampling for Human Activity Recognition
Hyeongju Choi
Apoorva Beedu
Irfan Essa
SSL
285
7
0
03 Sep 2023
CroSSL: Cross-modal Self-Supervised Learning for Time-series through
  Latent Masking
CroSSL: Cross-modal Self-Supervised Learning for Time-series through Latent MaskingWeb Search and Data Mining (WSDM), 2023
Shohreh Deldari
Dimitris Spathis
Mohammad Malekzadeh
F. Kawsar
Flora D. Salim
Akhil Mathur
459
33
0
31 Jul 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
270
9
0
03 Jul 2023
Towards Learning Discrete Representations via Self-Supervision for
  Wearables-Based Human Activity Recognition
Towards Learning Discrete Representations via Self-Supervision for Wearables-Based Human Activity RecognitionItalian National Conference on Sensors (INS), 2023
H. Haresamudram
Irfan Essa
Thomas Ploetz
333
13
0
01 Jun 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
287
2
0
26 Apr 2023
Explaining, Analyzing, and Probing Representations of Self-Supervised
  Learning Models for Sensor-based Human Activity Recognition
Explaining, Analyzing, and Probing Representations of Self-Supervised Learning Models for Sensor-based Human Activity Recognition
Bulat Khaertdinov
S. Asteriadis
269
3
0
14 Apr 2023
MassNet: A Deep Learning Approach for Body Weight Extraction from A
  Single Pressure Image
MassNet: A Deep Learning Approach for Body Weight Extraction from A Single Pressure ImageAnnual IEEE International Conference on Pervasive Computing and Communications (PerCom), 2023
Ziyu Wu
Quan Wan
Mingjie Zhao
Yi Ke
Yiran Fang
Zhen Liang
Fangting Xie
Jingyuan Cheng
3DH
264
9
0
17 Mar 2023
Streamlining Multimodal Data Fusion in Wireless Communication and Sensor
  Networks
Streamlining Multimodal Data Fusion in Wireless Communication and Sensor NetworksIEEE Transactions on Cognitive Communications and Networking (IEEE TCCN), 2023
M. J. Bocus
Xiaoyang Wang
Robert Piechocki
283
5
0
24 Feb 2023
LipLearner: Customizable Silent Speech Interactions on Mobile Devices
LipLearner: Customizable Silent Speech Interactions on Mobile DevicesInternational Conference on Human Factors in Computing Systems (CHI), 2023
Zixiong Su
Shitao Fang
Jun Rekimoto
291
40
0
12 Feb 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
285
4
0
23 Dec 2022
Investigating Enhancements to Contrastive Predictive Coding for Human
  Activity Recognition
Investigating Enhancements to Contrastive Predictive Coding for Human Activity RecognitionAnnual IEEE International Conference on Pervasive Computing and Communications (PerCom), 2022
H. Haresamudram
Irfan Essa
Thomas Ploetz
AI4TS
404
20
0
11 Nov 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
168
10
0
08 Nov 2022
Temporal Feature Alignment in Contrastive Self-Supervised Learning for
  Human Activity Recognition
Temporal Feature Alignment in Contrastive Self-Supervised Learning for Human Activity Recognition
Bulat Khaertdinov
S. Asteriadis
262
14
0
07 Oct 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
VLMSSL
410
5
0
02 Sep 2022
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
277
18
0
26 Aug 2022
COCOA: Cross Modality Contrastive Learning for Sensor Data
COCOA: Cross Modality Contrastive Learning for Sensor DataProceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2022
Shohreh Deldari
Hao Xue
Aaqib Saeed
Daniel V. Smith
Flora D. Salim
SSL
225
57
0
31 Jul 2022
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
H. Yuan
Shing Chan
Andrew P. Creagh
C. Tong
Aidan Acquah
David Clifton
Aiden Doherty
SSL
473
161
0
06 Jun 2022
Beyond Just Vision: A Review on Self-Supervised Representation Learning
  on Multimodal and Temporal Data
Beyond Just Vision: A Review on Self-Supervised Representation Learning on Multimodal and Temporal Data
Shohreh Deldari
Hao Xue
Aaqib Saeed
Jiayuan He
Daniel V. Smith
Flora D. Salim
AI4TS
294
45
0
06 Jun 2022
Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal
  Human Activity Recognition
Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal Human Activity RecognitionIEEE International Joint Conference on Neural Network (IJCNN), 2022
Razvan Brinzea
Bulat Khaertdinov
S. Asteriadis
SSLHAI
240
22
0
20 May 2022
Negative Selection by Clustering for Contrastive Learning in Human
  Activity Recognition
Negative Selection by Clustering for Contrastive Learning in Human Activity RecognitionIEEE Internet of Things Journal (IEEE IoT J.), 2022
Jinqiang Wang
Tao Zhu
L. Chen
Huansheng Ning
Yaping Wan
SSLHAI
174
42
0
23 Mar 2022
Assessing the State of Self-Supervised Human Activity Recognition using
  Wearables
Assessing the State of Self-Supervised Human Activity Recognition using WearablesProceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2022
H. Haresamudram
Irfan Essa
Thomas Plötz
SSL
479
125
0
22 Feb 2022
ColloSSL: Collaborative Self-Supervised Learning for Human Activity
  Recognition
ColloSSL: Collaborative Self-Supervised Learning for Human Activity RecognitionProceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2022
Yash Jain
Chi Ian Tang
Chulhong Min
F. Kawsar
Akhil Mathur
SSL
278
65
0
01 Feb 2022
Sensor Data Augmentation by Resampling for Contrastive Learning in Human
  Activity Recognition
Sensor Data Augmentation by Resampling for Contrastive Learning in Human Activity Recognition
Jinqiang Wang
Tao Zhu
Jingyuan Gan
L. Chen
Huansheng Ning
Yaping Wan
189
60
0
05 Sep 2021
Self-Supervised WiFi-Based Activity Recognition
Self-Supervised WiFi-Based Activity Recognition
Hok-Shing Lau
Ryan McConville
M. J. Bocus
Robert Piechocki
Raúl Santos-Rodríguez
SSL
207
18
0
19 Apr 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
360
106
0
29 May 2020
Mockingjay: Unsupervised Speech Representation Learning with Deep
  Bidirectional Transformer Encoders
Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer EncodersIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2019
Andy T. Liu
Shu-Wen Yang
Po-Han Chi
Po-Chun Hsu
Hung-yi Lee
SSL
641
394
0
25 Oct 2019
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