Cargando…

Feature Fusion-Based Improved Capsule Network for sEMG Signal Recognition

This paper proposes a feature fusion-based improved capsule network (FFiCAPS) to improve the performance of surface electromyogram (sEMG) signal recognition with the purpose of distinguishing hand gestures. Current deep learning models, especially convolution neural networks (CNNs), only take into a...

Descripción completa

Detalles Bibliográficos
Autores principales:	Wang, Wanliang, You, Wenbo, Wang, Zheng, Zhao, Yanwei, Wei, Sheng
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Hindawi 2022
Materias:	Research Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8799348/ https://www.ncbi.nlm.nih.gov/pubmed/35096047 http://dx.doi.org/10.1155/2022/7603319

Ejemplares similares

LST-EMG-Net: Long short-term transformer feature fusion network for sEMG gesture recognition
por: Zhang, Wenli, et al.
Publicado: (2023)

A novel concatenate feature fusion RCNN architecture for sEMG-based hand gesture recognition
por: Xu, Pufan, et al.
Publicado: (2022)

Fusion Learning for sEMG Recognition of Multiple Upper-Limb Rehabilitation Movements
por: Zhong, Tianyang, et al.
Publicado: (2021)

Voiceless Bangla vowel recognition using sEMG signal
por: Mostafa, S. S., et al.
Publicado: (2016)

A Spiking Neural Network in sEMG Feature Extraction
por: Lobov, Sergey, et al.
Publicado: (2015)

sEMG-Based Hand Gesture Recognition Using Binarized Neural Network
por: Kang, Soongyu, et al.
Publicado: (2023)

Multi-Category Gesture Recognition Modeling Based on sEMG and IMU Signals
por: Jiang, Yujian, et al.
Publicado: (2022)

Improved Network and Training Scheme for Cross-Trial Surface Electromyography (sEMG)-Based Gesture Recognition
por: Dai, Qingfeng, et al.
Publicado: (2023)

A Smartphone-Based sEMG Signal Analysis System for Human Action Recognition
por: Yu, Shixin, et al.
Publicado: (2023)

Classifier Level Fusion of Accelerometer and sEMG Signals for Automatic Fitness Activity Diarization
por: Biagetti, Giorgio, et al.
Publicado: (2018)

Improved Multi-Stream Convolutional Block Attention Module for sEMG-Based Gesture Recognition
por: Wang, Shudi, et al.
Publicado: (2022)

Feature–Classifier Pairing Compatibility for sEMG Signals in Hand Gesture Recognition under Joint Effects of Processing Procedures
por: Asfour, Mohammed, et al.
Publicado: (2022)

sEMG dataset of routine activities
por: Khan, Asad Mansoor, et al.
Publicado: (2020)

Evaluation of Feature Extraction and Classification for Lower Limb Motion Based on sEMG Signal
por: Qin, Pengjie, et al.
Publicado: (2020)

Evaluation of Feature Extraction and Recognition for Activity Monitoring and Fall Detection Based on Wearable sEMG Sensors
por: Xi, Xugang, et al.
Publicado: (2017)

sEMG-Based Hand Posture Recognition Considering Electrode Shift, Feature Vectors, and Posture Groups
por: Kim, Jongman, et al.
Publicado: (2021)

Research on exercise fatigue estimation method of Pilates rehabilitation based on ECG and sEMG feature fusion
por: Li, Dujuan, et al.
Publicado: (2022)

A Hand-Modeled Feature Extraction-Based Learning Network to Detect Grasps Using sEMG Signal
por: Baygin, Mehmet, et al.
Publicado: (2022)

The Influence of the sEMG Amplitude Estimation Technique on the EMG–Force Relationship
por: Ranaldi, Simone, et al.
Publicado: (2022)

Selection of the Best Set of Features for sEMG-Based Hand Gesture Recognition Applying a CNN Architecture
por: Sandoval-Espino, Jorge Arturo, et al.
Publicado: (2022)

Preliminary Study on Continuous Recognition of Elbow Flexion/Extension Using sEMG Signals for Bilateral Rehabilitation
por: Song, Zhibin, et al.
Publicado: (2016)

Multi-modality deep forest for hand motion recognition via fusing sEMG and acceleration signals
por: Fang, Yinfeng, et al.
Publicado: (2022)

Study on exercise muscle fatigue based on sEMG and ECG data fusion and temporal convolutional network
por: Mu, Dinghong, et al.
Publicado: (2022)

EOG-sEMG Human Interface for Communication
por: Tamura, Hiroki, et al.
Publicado: (2016)

A novel hand gesture recognition method based on 2-channel sEMG
por: Yu, Hailong, et al.
Publicado: (2018)

sEMG-Based Hand Posture Recognition and Visual Feedback Training for the Forearm Amputee
por: Kim, Jongman, et al.
Publicado: (2022)

Optimal strategy of sEMG feature and measurement position for grasp force estimation
por: Wu, Changcheng, et al.
Publicado: (2021)

Strain-Insensitive Elastic Surface Electromyographic (sEMG) Electrode for Efficient Recognition of Exercise Intensities
por: Tang, Daxiu, et al.
Publicado: (2020)

sEMG Signal Acquisition Strategy towards Hand FES Control
por: Toledo-Peral, Cinthya Lourdes, et al.
Publicado: (2018)

Upper Arm Motion High-Density sEMG Recognition Optimization Based on Spatial and Time-Frequency Domain Features
por: Bai, Dianchun, et al.
Publicado: (2019)

An sEMG-Based Human-Exoskeleton Interface Fusing Convolutional Neural Networks With Hand-Crafted Features
por: Yang, Xiao, et al.
Publicado: (2022)

sEMG-Based Motion Recognition of Upper Limb Rehabilitation Using the Improved Yolo-v4 Algorithm
por: Bu, Dongdong, et al.
Publicado: (2022)

sEMG-Based Trunk Compensation Detection in Rehabilitation Training
por: Ma, Ke, et al.
Publicado: (2019)

Latent Factors Limiting the Performance of sEMG-Interfaces
por: Lobov, Sergey, et al.
Publicado: (2018)

Estimation of knee joint movement using single-channel sEMG signals with a feature-guided convolutional neural network
por: Zhang, Song, et al.
Publicado: (2022)

Low-Density sEMG-Based Pattern Recognition of Unrelated Movements Rejection for Wrist Joint Rehabilitation
por: Bu, Dongdong, et al.
Publicado: (2023)

Continuous Recognition of Multifunctional Finger and Wrist Movements in Amputee Subjects Based on sEMG and Accelerometry
por: Liu, Junhong, et al.
Publicado: (2016)

SVM-Based Classification of sEMG Signals for Upper-Limb Self-Rehabilitation Training
por: Cai, Siqi, et al.
Publicado: (2019)

Phase-Based Grasp Classification for Prosthetic Hand Control Using sEMG
por: Wang, Shuo, et al.
Publicado: (2022)

sEMG feature evaluation for identification of elbow angle resolution in graded arm movement
por: Castro, Maria Claudia F, et al.
Publicado: (2014)

Cannot write session to /tmp/vufind_sessions/sess_o3hrev5759khg28g6asrv6qc7l