Cover Image

Real-Time Forecasting of Pathological Gait via IMU Navigation: A Few-Shot and Generative Learning Framework for Wearable Devices

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhang, Wenwen, Zhang, Hao, Jiang, Zenan, Servati, Amir, Servati, Peyman
Format:	Preprint
Published:	2024
Subjects:	Signal Processing Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Capturing complex hand movements and object interactions using machine learning-powered stretchable smart textile gloves
by: Tashakori, Arvin, et al.
Published: (2024)

Wireless sEMG-IMU Wearable for Real-Time Squat Kinematics and Muscle Activation
by: Peralta, Marie Jose Perez, et al.
Published: (2025)

SSwsrNet: A Semi-Supervised Few-Shot Learning Framework for Wireless Signal Recognition
by: Zhang, Hao, et al.
Published: (2024)

Robust Multimodal Learning Framework For Intake Gesture Detection Using Contactless Radar and Wearable IMU Sensors
by: Wang, Chunzhuo, et al.
Published: (2025)

Wearable-Based Real-time Freezing of Gait Detection in Parkinson's Disease Using Self-Supervised Learning
by: Soumma, Shovito Barua, et al.
Published: (2024)

FSOS-AMC: Few-Shot Open-Set Learning for Automatic Modulation Classification Over Multipath Fading Channels
by: Zhang, Hao, et al.
Published: (2024)

Robust Proximity Detection using On-Device Gait Monitoring
by: Hu, Yuqian, et al.
Published: (2024)

CoDiPhy: A General Framework for Applying Denoising Diffusion Models to the Physical Layer of Wireless Communication Systems
by: Neshaastegaran, Peyman, et al.
Published: (2025)

Few-Shot Recognition and Classification Framework for Jamming Signal: A CGAN-Based Fusion CNN Approach
by: Ding, Xuhui, et al.
Published: (2023)

OWP-IMU: An RSS-based Optical Wireless and IMU Indoor Positioning Dataset
by: Wu, Fan, et al.
Published: (2025)

Overcoming the Intrinsic Performance Limitations of MEMS IMU via Diffusion-Based Generative Learning
by: Lv, Jiarui, et al.
Published: (2026)

Freezing of Gait Detection Using Gramian Angular Fields and Federated Learning from Wearable Sensors
by: Soumma, Shovito Barua, et al.
Published: (2024)

A Wearable Gait Monitoring System for 17 Gait Parameters Based on Computer Vision
by: Chen, Jiangang, et al.
Published: (2024)

Enhancing Wearable based Real-Time Glucose Monitoring via Phasic Image Representation Learning based Deep Learning
by: Zhu, Yidong, et al.
Published: (2024)

EEG-to-Gait Decoding via Phase-Aware Representation Learning
by: Fu, Xi, et al.
Published: (2025)

Rapid Adaptation of SpO2 Estimation to Wearable Devices via Transfer Learning on Low-Sampling-Rate PPG
by: Liang, Zequan, et al.
Published: (2025)

Line Spectrum Estimation and Detection with Few-bit ADCs: Theoretical Analysis and Generalized NOMP Algorithm
by: Zhu, Jiang, et al.
Published: (2023)

Robust CNN-based Respiration Rate Estimation for Smartwatch PPG and IMU
by: Kazemi, Kianoosh, et al.
Published: (2024)

A Wearable Multi-Modal Edge-Computing System for Real-Time Kitchen Activity Recognition
by: Liu, Mengxi, et al.
Published: (2024)

Toward Real-Time Circadian Phase Estimation with Low Latency from Wearable Sensing Data
by: Xu, Mengzhu, et al.
Published: (2026)

Multimodal Physical Fitness Monitoring (PFM) Framework Based on TimeMAE-PFM in Wearable Scenarios
by: Zhang, Junjie, et al.
Published: (2024)

Dictionary Attack on IMU-based Gait Authentication
by: Kumar, Rajesh, et al.
Published: (2023)

Dynamic Indoor Fingerprinting Localization based on Few-Shot Meta-Learning with CSI Images
by: Jiao, Jiyu, et al.
Published: (2024)

Performance Benchmarking of Psychomotor Skills Using Wearable Devices: An Application in Sport
by: Pandukabhaya, Mahela, et al.
Published: (2024)

Integrative Deep Learning Framework for Parkinson's Disease Early Detection using Gait Cycle Data Measured by Wearable Sensors: A CNN-GRU-GNN Approach
by: Rashnu, Alireza, et al.
Published: (2024)

Loneliness Forecasting Using Multi-modal Wearable and Mobile Sensing in Everyday Settings
by: Yang, Zhongqi, et al.
Published: (2024)

Wearable Tracking of Eye and Body Movements During Breaching Training: Towards Real-Time Blast Injury Monitoring
by: Kemmerer, Jeremy P., et al.
Published: (2025)

Joint Magnetometer-IMU Calibration via Maximum A Posteriori Estimation
by: Huang, Chuan, et al.
Published: (2025)

Few-Shot Specific Emitter Identification via Integrated Complex Variational Mode Decomposition and Spatial Attention Transfer
by: Zhu, Chenyu, et al.
Published: (2025)

Real-Time Sound Event Localization and Detection: Deployment Challenges on Edge Devices
by: Yeow, Jun Wei, et al.
Published: (2024)

RadCloud: Real-Time High-Resolution Point Cloud Generation Using Low-Cost Radars for Aerial and Ground Vehicles
by: Hunt, David, et al.
Published: (2024)

Calibrating AI Models for Few-Shot Demodulation via Conformal Prediction
by: Cohen, Kfir M., et al.
Published: (2022)

Federated Learning With Energy Harvesting Devices: An MDP Framework
by: Zhang, Kai, et al.
Published: (2024)

Fundamental Limits of Pulse Based UWB ISAC Systems: A Parameter Estimation Perspective
by: Liu, Fan, et al.
Published: (2024)

Design of a Noval Wearable ECG Monitoring Device
by: Wang, Ruihua, et al.
Published: (2025)

P‐12.9: Phase transition of CsPbBr 3 quantum dots depends on reduced temperature
by: Yao Pan, et al.
Published: (2024)

Constant-Envelope ISAC via FM-OFDM: Analytical Framework and Receiver Design
by: Bouziane, Amir, et al.
Published: (2025)

A Deep Convolutional Network to Extract Real-Time Landmarks for UAV Navigation
by: Tokluoglu, Osman, et al.
Published: (2026)

Learning under Label Noise through Few-Shot Human-in-the-Loop Refinement
by: Saeed, Aaqib, et al.
Published: (2024)

ProtoAoA: Few-Shot Angle-of-Arrival Estimation using Prototypical Networks
by: Mohammed, Elsayed, et al.
Published: (2026)