Deep Learning for Sensor-based Human Activity Recognition: Overview, Challenges and Opportunities

21 January 2020

Papers citing "Deep Learning for Sensor-based Human Activity Recognition: Overview, Challenges and Opportunities"

50 / 102 papers shown

Title
Comparative Study of Generative Models for Early Detection of Failures in Medical Devices Binesh Sadanandan Bahareh Arghavani Nobar Vahid Behzadan MedIm 44 0 0 07 May 2025
EgoCHARM: Resource-Efficient Hierarchical Activity Recognition using an Egocentric IMU Sensor Akhil Padmanabha Saravanan Govindarajan Hwanmun Kim Sergio Ortiz Rahul Rajan Doruk Senkal Sneha Kadetotad 30 0 0 24 Apr 2025
Diffusion-Driven Inertial Generated Data for Smartphone Location Classification Noa Cohen Rotem Dror Itzik Klein DiffM 40 0 0 20 Apr 2025
Human Activity Recognition using RGB-Event based Sensors: A Multi-modal Heat Conduction Model and A Benchmark Dataset Shiao Wang X. Wang Bo Jiang Lin Zhu G. Li Y. Wang Yonghong Tian Jin Tang 131 0 0 08 Apr 2025
Redundant feature screening method for human activity recognition based on attention purification mechanism Hanyu Liu Xiaoyang Li Yixuan Jiang Haotian Tang Dongchen Wu Yameng Guo HAI 31 0 0 30 Mar 2025
Towards Imperceptible Adversarial Attacks for Time Series Classification with Local Perturbations and Frequency Analysis Wenwei Gu Renyi Zhong Jianping Zhang Michael R. Lyu AAML 33 0 0 25 Mar 2025
HAR-DoReMi: Optimizing Data Mixture for Self-Supervised Human Activity Recognition Across Heterogeneous IMU Datasets Lulu Ban Tao Zhu Xiangqing Lu Qi Qiu Wenyong Han Shuangjian Li L. Chen Kevin I-Kai Wang Mingxing Nie Yaping Wan 59 0 0 16 Mar 2025
Integrating Biological and Machine Intelligence: Attention Mechanisms in Brain-Computer Interfaces J. Wang Weishan Ye Jialin He Li Zhang G. Huang Zhuliang Yu Zhen Liang 75 0 0 26 Feb 2025
On Neural Inertial Classification Networks for Pedestrian Activity Recognition Zeev Yampolsky Ofir Kruzel Victoria Khalfin Fekson Itzik Klein 37 0 0 23 Feb 2025
Generalizable Sensor-Based Activity Recognition via Categorical Concept Invariant Learning Di Xiong Shuoyuan Wang Lei Zhang Wenbo Huang Chaolei Han 66 0 0 18 Dec 2024
Cross-Domain Transfer Learning Method for Thermal Adaptive Behavior Recognition with WiFi Zhaohe Lv Guoliang Zhao Zhanbo Xu Jiang Wu Yadong Zhou Kun Liu 26 0 0 29 Oct 2024
CKSP: Cross-species Knowledge Sharing and Preserving for Universal Animal Activity Recognition Axiu Mao Meilu Zhu Zhaojin Guo Zheng He Tomas Norton Kai Liu 26 0 0 22 Oct 2024
Protecting Activity Sensing Data Privacy Using Hierarchical Information Dissociation Guangjing Wang Hanqing Guo Yuanda Wang Bocheng Chen Ce Zhou Qiben Yan 33 0 0 04 Sep 2024
AI-driven Java Performance Testing: Balancing Result Quality with Testing Time Luca Traini Federico Di Menna Vittorio Cortellessa 23 4 0 09 Aug 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
By My Eyes: Grounding Multimodal Large Language Models with Sensor Data via Visual Prompting Hyungjun Yoon Biniyam Aschalew Tolera Taesik Gong Kimin Lee Sung-Ju Lee 35 7 0 15 Jul 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
Optimum signal duration for Human Activity Recognition based on Deep Convolutional Neural Networks Farhad Nazari Arian Shajari D. Nahavandi N. Mohajer 25 0 0 17 Jun 2024
Diverse Intra- and Inter-Domain Activity Style Fusion for Cross-Person Generalization in Activity Recognition Junru Zhang Lang Feng Zhidan Liu Yuhan Wu Yang He Yabo Dong Duanqing Xu 27 1 0 07 Jun 2024
SoK: Behind the Accuracy of Complex Human Activity Recognition Using Deep Learning Duc A. Nguyen Nhien-An Le-Khac HAI 35 2 0 25 Apr 2024
Meta-Decomposition: Dynamic Segmentation Approach Selection in IoT-based Activity Recognition Seyed Mohammad Reza Modaresi A. Osmani Mohammadreza Razzazi A. Chibani 22 0 0 17 Apr 2024
A Survey on Multimodal Wearable Sensor-based Human Action Recognition Jianyuan Ni Hao Tang Syed Tousiful Haque Yan Yan A. Ngu 69 6 0 14 Apr 2024
A Survey of IMU Based Cross-Modal Transfer Learning in Human Activity Recognition Abhi Kamboj Minh Do 27 1 0 17 Mar 2024
Rough Transformers for Continuous and Efficient Time-Series Modelling Fernando Moreno-Pino Alvaro Arroyo H. Waldon Xiaowen Dong Álvaro Cartea AI4TS MedIm 34 5 0 15 Mar 2024
P2LHAP:Wearable sensor-based human activity recognition, segmentation and forecast through Patch-to-Label Seq2Seq Transformer Shuangjian Li Tao Zhu Mingxing Nie Huansheng Ning Zhenyu Liu L. Chen AI4TS 31 0 0 13 Mar 2024
Deep Generative Domain Adaptation with Temporal Relation Knowledge for Cross-User Activity Recognition Xiaozhou Ye Kevin I-Kai Wang HAI 15 1 0 12 Mar 2024
Cross-user activity recognition using deep domain adaptation with temporal relation information Xiaozhou Ye Waleed H. Abdulla Nirmal Nair Kevin I-Kai Wang 26 2 0 12 Mar 2024
Cross-user activity recognition via temporal relation optimal transport Xiaozhou Ye Kevin I-Kai Wang 17 5 0 12 Mar 2024
Machine Learning Techniques for Sensor-based Human Activity Recognition with Data Heterogeneity -- A Review Xiaozhou Ye Kouichi Sakurai Nirmal Nair Kevin I-Kai Wang 18 7 0 12 Mar 2024
ContextGPT: Infusing LLMs Knowledge into Neuro-Symbolic Activity Recognition Models Luca Arrotta Claudio Bettini Gabriele Civitarese Michele Fiori 40 8 0 11 Mar 2024
Comparison of Deep Learning Techniques on Human Activity Recognition using Ankle Inertial Signals Farhad Nazari D. Nahavandi N. Mohajer Abbas Khosravi 27 6 0 07 Mar 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
Hierarchical State Space Models for Continuous Sequence-to-Sequence Modeling Raunaq M. Bhirangi Chenyu Wang Venkatesh Pattabiraman Carmel Majidi Abhinav Gupta Tess Hellebrekers Lerrel Pinto 48 10 0 15 Feb 2024
Representation Learning for Wearable-Based Applications in the Case of Missing Data Janosch Jungo Yutong Xiang S. Gashi Christian Holz 27 1 0 08 Jan 2024
Universal Time-Series Representation Learning: A Survey Patara Trirat Yooju Shin Junhyeok Kang Youngeun Nam Jihye Na Minyoung Bae Joeun Kim Byunghyun Kim Jae-Gil Lee AI4TS 67 14 0 08 Jan 2024
CamPro: Camera-based Anti-Facial Recognition Wenjun Zhu Yuan Sun Jiani Liu Yushi Cheng Xiaoyu Ji Wenyuan Xu PICV 23 1 0 30 Dec 2023
Large Scale Foundation Models for Intelligent Manufacturing Applications: A Survey Haotian Zhang S. D. Semujju Zhicheng Wang Xianwei Lv Kang Xu ... Jing Wu Zhuo Long Wensheng Liang Xiaoguang Ma Ruiyan Zhuang UQCV AI4TS AI4CE 27 4 0 11 Dec 2023
An Improved Masking Strategy for Self-supervised Masked Reconstruction in Human Activity Recognition Jinqiang Wang Tao Zhu Huansheng Ning 13 2 0 07 Dec 2023
SEA++: Multi-Graph-based High-Order Sensor Alignment for Multivariate Time-Series Unsupervised Domain Adaptation Yucheng Wang Yuecong Xu Jianfei Yang Min-man Wu Xiaoli Li Lihua Xie Zhenghua Chen AI4TS 15 0 0 17 Nov 2023
Game Theory Solutions in Sensor-Based Human Activity Recognition: A Review M. Shayesteh Behrooz Sharokhzadeh B. Masoumi 11 3 0 09 Nov 2023
Distributed Agent-Based Collaborative Learning in Cross-Individual Wearable Sensor-Based Human Activity Recognition Ahmad Esmaeili Zahra Ghorrati Eric T. Matson 18 0 0 06 Nov 2023
Timestamp-supervised Wearable-based Activity Segmentation and Recognition with Contrastive Learning and Order-Preserving Optimal Transport Songpengcheng Xia Lei Chu Ling Pei Jiarui Yang Wenxian Yu Robert C. Qiu AI4TS 23 8 0 13 Oct 2023
Overview of Human Activity Recognition Using Sensor Data Rebeen Ali Hamad Wai Lok Woo Bo Wei Long Yang 10 1 0 12 Sep 2023
Graph-Aware Contrasting for Multivariate Time-Series Classification Yucheng Wang Yuecong Xu Jianfei Yang Min-man Wu Xiaoli Li Lihua Xie Zhenghua Chen AI4TS 16 15 0 11 Sep 2023
Worker Activity Recognition in Manufacturing Line Using Near-body Electric Field Sungho Suh Vitor Fortes Rey Sizhen Bian Yu-Chi Huang Jože M. Rožanec Hooman Tavakoli Ghinani Bo Zhou P. Lukowicz 30 14 0 07 Aug 2023
randomHAR: Improving Ensemble Deep Learners for Human Activity Recognition with Sensor Selection and Reinforcement Learning Yiran Huang Yexu Zhou T. Riedel Likun Fang Michael Beigl HAI 11 1 0 15 Jul 2023
MultiWave: Multiresolution Deep Architectures through Wavelet Decomposition for Multivariate Time Series Prediction I. Deznabi M. Fiterau AI4TS 30 5 0 16 Jun 2023
Neuro-Symbolic Approaches for Context-Aware Human Activity Recognition Luca Arrotta Gabriele Civitarese Claudio Bettini 13 0 0 08 Jun 2023
Deep Neural Networks in Video Human Action Recognition: A Review Zihan Wang Yang Yang Zhi Liu Y. Zheng 51 4 0 25 May 2023
Hang-Time HAR: A Benchmark Dataset for Basketball Activity Recognition using Wrist-Worn Inertial Sensors Alexander Hoelzemann Julia Lee Romero Marius Bock Kristof Van Laerhoven Qin Lv 14 19 0 22 May 2023