Assessing the State of Self-Supervised Human Activity Recognition using Wearables

22 February 2022

Papers citing "Assessing the State of Self-Supervised Human Activity Recognition using Wearables"

46 / 46 papers shown

Title
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 46 0 0 23 Mar 2025
In Shift and In Variance: Assessing the Robustness of HAR Deep Learning Models against Variability Azhar Ali Khaked Nobuyuki Oishi Daniel Roggen Paula Lago 47 0 0 14 Mar 2025
Frequency-Aware Masked Autoencoders for Human Activity Recognition using Accelerometers Niels R. Lorenzen P. Jennum Emmanuel Mignot A. Brink-Kjaer 36 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 H. Haresamudram Chi Ian Tang Sungho Suh P. Lukowicz Thomas Ploetz 76 2 0 11 Nov 2024
Limitations in Employing Natural Language Supervision for Sensor-Based Human Activity Recognition -- And Ways to Overcome Them H. Haresamudram Apoorva Beedu Mashfiqui Rabbi Sankalita Saha Irfan Essa Thomas Ploetz 31 4 0 21 Aug 2024
Large Language Models are Zero-Shot Recognizers for Activities of Daily Living Gabriele Civitarese Michele Fiori Priyankar Choudhary Claudio Bettini 34 5 0 01 Jul 2024
Maintenance Required: Updating and Extending Bootstrapped Human Activity Recognition Systems for Smart Homes S. Hiremath Thomas Ploetz 21 1 0 20 Jun 2024
Using Self-supervised Learning Can Improve Model Fairness Sofia Yfantidou Dimitris Spathis Marios Constantinides Athena Vakali Daniele Quercia F. Kawsar 64 4 0 04 Jun 2024
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 40 3 0 20 May 2024
Preliminary Investigation of SSL for Complex Work Activity Recognition in Industrial Domain via MoIL Qingxin Xia Takuya Maekawa Jaime Morales Takahiro Hara Hirotomo Oshima Masamitsu Fukuda Y. Namioka 33 1 0 21 Apr 2024
Comparing Self-Supervised Learning Techniques for Wearable Human Activity Recognition Sannara Ek Riccardo Presotto Gabriele Civitarese Franccois Portet P. Lalanda Claudio Bettini HAI 25 1 0 08 Apr 2024
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 SSL VLM 41 0 0 29 Mar 2024
ContextGPT: Infusing LLMs Knowledge into Neuro-Symbolic Activity Recognition Models Luca Arrotta Claudio Bettini Gabriele Civitarese Michele Fiori 45 8 0 11 Mar 2024
Evaluating Large Language Models as Virtual Annotators for Time-series Physical Sensing Data Aritra Hota S. Chatterjee Sandip Chakraborty 32 11 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 25 5 0 29 Feb 2024
Advancing Location-Invariant and Device-Agnostic Motion Activity Recognition on Wearable Devices Rebecca Adaimi Abdelkareem Bedri Jun Gong Richard Kang Joanna Arreaza-Taylor Gerri-Michelle Pascual Michael Ralph Gierad Laput HAI 13 1 0 06 Feb 2024
SudokuSens: Enhancing Deep Learning Robustness for IoT Sensing Applications using a Generative Approach Tianshi Wang Jinyang Li Ruijie Wang Denizhan Kara Shengzhong Liu Davis Wertheimer Antoni Viros i Martin R. Ganti M. Srivatsa Tarek F. Abdelzaher 22 6 0 03 Feb 2024
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 Hyeokhyen Kwon Thomas Plötz VLM 36 13 0 01 Feb 2024
Transfer Learning in Human Activity Recognition: A Survey Sourish Gunesh Dhekane Thomas Ploetz MU AI4TS 35 34 0 18 Jan 2024
Representation Learning for Wearable-Based Applications in the Case of Missing Data Janosch Jungo Yutong Xiang S. Gashi Christian Holz 29 1 0 08 Jan 2024
Evaluating Fairness in Self-supervised and Supervised Models for Sequential Data Sofia Yfantidou Dimitris Spathis Marios Constantinides Athena Vakali Daniele Quercia F. Kawsar 55 2 0 03 Jan 2024
rTsfNet: a DNN model with Multi-head 3D Rotation and Time Series Feature Extraction for IMU-based Human Activity Recognition Yu Enokibori 16 1 0 30 Oct 2023
Cross-Domain HAR: Few Shot Transfer Learning for Human Activity Recognition Megha Thukral H. Haresamudram Thomas Ploetz 31 4 0 22 Oct 2023
On the Benefit of Generative Foundation Models for Human Activity Recognition Zi-Jian Leng Hyeokhyen Kwon Thomas Plötz VGen 11 2 0 18 Oct 2023
The first step is the hardest: Pitfalls of Representing and Tokenizing Temporal Data for Large Language Models Dimitris Spathis F. Kawsar AI4TS 26 18 0 12 Sep 2023
CroSSL: Cross-modal Self-Supervised Learning for Time-series through Latent Masking Shohreh Deldari Dimitris Spathis Mohammad Malekzadeh F. Kawsar Flora D. Salim Akhil Mathur 27 16 0 31 Jul 2023
Don't freeze: Finetune encoders for better Self-Supervised HAR Vitor Fortes Rey Dominique Nshimyimana P. Lukowicz 31 8 0 03 Jul 2023
Combining Public Human Activity Recognition Datasets to Mitigate Labeled Data Scarcity Riccardo Presotto Sannara Ek Gabriele Civitarese François Portet P. Lalanda Claudio Bettini 20 7 0 23 Jun 2023
Towards Learning Discrete Representations via Self-Supervision for Wearables-Based Human Activity Recognition H. Haresamudram Irfan Essa Thomas Ploetz 29 7 0 01 Jun 2023
ConvBoost: Boosting ConvNets for Sensor-based Activity Recognition Shuai Shao Yu Guan B. Zhai P. Missier Thomas Ploetz HAI 17 6 0 22 May 2023
Evaluation of self-supervised pre-training for automatic infant movement classification using wearable movement sensors Einari Vaaras Manu Airaksinen S. Vanhatalo Okko Rasanen 22 4 0 16 May 2023
Human Activity Recognition Using Self-Supervised Representations of Wearable Data Maximilien Burq Niranjan Sridhar 32 0 0 26 Apr 2023
SelfAct: Personalized Activity Recognition based on Self-Supervised and Active Learning Luca Arrotta Gabriele Civitarese Samuele Valente Claudio Bettini 24 1 0 19 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 28 2 0 23 Dec 2022
Investigating Enhancements to Contrastive Predictive Coding for Human Activity Recognition H. Haresamudram Irfan Essa Thomas Ploetz AI4TS 30 15 0 11 Nov 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 24 0 0 02 Sep 2022
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 A. Clifton Aiden Doherty SSL 21 79 0 06 Jun 2022
ColloSSL: Collaborative Self-Supervised Learning for Human Activity Recognition Yash Jain Chi Ian Tang Chulhong Min F. Kawsar Akhil Mathur SSL 24 53 0 01 Feb 2022
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations Debidatta Dwibedi Y. Aytar Jonathan Tompson P. Sermanet Andrew Zisserman SSL 188 454 0 29 Apr 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 317 5,785 0 29 Apr 2021
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics Sebastian Gehrmann Tosin P. Adewumi Karmanya Aggarwal Pawan Sasanka Ammanamanchi Aremu Anuoluwapo ... Nishant Subramani Wei-ping Xu Diyi Yang Akhila Yerukola Jiawei Zhou VLM 254 285 0 02 Feb 2021
On the surprising similarities between supervised and self-supervised models Robert Geirhos Kantharaju Narayanappa Benjamin Mitzkus Matthias Bethge Felix Wichmann Wieland Brendel OOD SSL DRL 74 46 0 16 Oct 2020
Federated Self-Supervised Learning of Multi-Sensor Representations for Embedded Intelligence Aaqib Saeed Flora D. Salim T. Ozcelebi J. Lukkien FedML SSL 101 98 0 25 Jul 2020
Bag of Tricks for Image Classification with Convolutional Neural Networks Tong He Zhi-Li Zhang Hang Zhang Zhongyue Zhang Junyuan Xie Mu Li 221 1,399 0 04 Dec 2018
What you can cram into a single vector: Probing sentence embeddings for linguistic properties Alexis Conneau Germán Kruszewski Guillaume Lample Loïc Barrault Marco Baroni 201 882 0 03 May 2018
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,959 0 20 Apr 2018