Multi-task Self-Supervised Learning for Human Activity Detection

27 July 2019

Papers citing "Multi-task Self-Supervised Learning for Human Activity Detection"

27 / 27 papers shown

Title
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 74 2 0 11 Nov 2024
Electrocardiogram-Language Model for Few-Shot Question Answering with Meta Learning Jialu Tang Tong Xia Yuan Lu Cecilia Mascolo Aaqib Saeed AI4MH 52 2 0 18 Oct 2024
Language-centered Human Activity Recognition Hua Yan Heng Tan Yi Ding Pengfei Zhou Vinod Namboodiri Yu Yang 32 2 0 12 Sep 2024
A State-of-the-Art Review of Computational Models for Analyzing Longitudinal Wearable Sensor Data in Healthcare Paula Lago 34 0 0 31 Jul 2024
MuJo: Multimodal Joint Feature Space Learning for Human Activity Recognition Stefan Gerd Fritsch Cennet Oğuz Vitor Fortes Rey L. Ray Maximilian Kiefer-Emmanouilidis P. Lukowicz HAI 43 0 0 06 Jun 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 31 1 0 21 Apr 2024
MaskFi: Unsupervised Learning of WiFi and Vision Representations for Multimodal Human Activity Recognition Jianfei Yang Shijie Tang Yuecong Xu Yunjiao Zhou Lihua Xie 27 4 0 29 Feb 2024
Cross-Domain HAR: Few Shot Transfer Learning for Human Activity Recognition Megha Thukral H. Haresamudram Thomas Ploetz 26 4 0 22 Oct 2023
Don't freeze: Finetune encoders for better Self-Supervised HAR Vitor Fortes Rey Dominique Nshimyimana P. Lukowicz 26 8 0 03 Jul 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 25 7 0 18 May 2023
Explaining, Analyzing, and Probing Representations of Self-Supervised Learning Models for Sensor-based Human Activity Recognition Bulat Khaertdinov S. Asteriadis 24 3 0 14 Apr 2023
Investigating Enhancements to Contrastive Predictive Coding for Human Activity Recognition H. Haresamudram Irfan Essa Thomas Ploetz AI4TS 30 15 0 11 Nov 2022
Negative Selection by Clustering for Contrastive Learning in Human Activity Recognition Jinqiang Wang Tao Zhu L. Chen Huansheng Ning Yaping Wan SSL HAI 23 30 0 23 Mar 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 34 85 0 22 Feb 2022
Adaptive Memory Networks with Self-supervised Learning for Unsupervised Anomaly Detection Yu-xin Zhang Jindong Wang Yiqiang Chen Hanchao Yu Tao Qin AI4TS 25 54 0 03 Jan 2022
Multimodal Federated Learning on IoT Data Yuchen Zhao Payam Barnaghi Hamed Haddadi 11 74 0 10 Sep 2021
Self-supervised Contrastive Learning of Multi-view Facial Expressions Shuvendu Roy Ali Etemad 23 38 0 15 Aug 2021
Spatiotemporal Contrastive Learning of Facial Expressions in Videos Shuvendu Roy Ali Etemad 34 17 0 06 Aug 2021
Time-Series Representation Learning via Temporal and Contextual Contrasting Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li Cuntai Guan AI4TS 20 490 0 26 Jun 2021
Human Activity Recognition using Wearable Sensors: Review, Challenges, Evaluation Benchmark Reem Abdel-Salam Rana Mostafa Mayada Hadhood 31 33 0 05 Jan 2021
Invariant Feature Learning for Sensor-based Human Activity Recognition Yujiao Hao Boyu Wang Rong Zheng 19 20 0 14 Dec 2020
Contrastive Predictive Coding for Human Activity Recognition H. Haresamudram Irfan Essa Thomas Ploetz 30 118 0 09 Dec 2020
Time Series Change Point Detection with Self-Supervised Contrastive Predictive Coding Shohreh Deldari Daniel V. Smith Hao Xue Flora D. Salim AI4TS 19 107 0 28 Nov 2020
Task Programming: Learning Data Efficient Behavior Representations Jennifer J. Sun Ann Kennedy Eric Zhan David J. Anderson Yisong Yue Pietro Perona 26 48 0 27 Nov 2020
Self-supervised Human Activity Recognition by Learning to Predict Cross-Dimensional Motion Setareh Rahimi Taghanaki M. Rainbow Ali Etemad SSL HAI 11 15 0 21 Oct 2020
Self-supervised ECG Representation Learning for Emotion Recognition Pritam Sarkar Ali Etemad SSL 16 259 0 04 Feb 2020
Self-Supervised Feature Learning by Learning to Spot Artifacts Simon Jenni Paolo Favaro SSL 141 127 0 13 Jun 2018