Cargando…

sEMG-Based Hand Gesture Recognition Using Binarized Neural Network

Recently, human–machine interfaces (HMI) that make life convenient have been studied in many fields. In particular, a hand gesture recognition (HGR) system, which can be implemented as a wearable system, has the advantage that users can easily and intuitively control the device. Among the various se...

Descripción completa

Detalles Bibliográficos
Autores principales:	Kang, Soongyu, Kim, Haechan, Park, Chaewoon, Sim, Yunseong, Lee, Seongjoo, Jung, Yunho
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2023
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9920778/ https://www.ncbi.nlm.nih.gov/pubmed/36772476 http://dx.doi.org/10.3390/s23031436

Ejemplares similares

FPGA Implementation of Keyword Spotting System Using Depthwise Separable Binarized and Ternarized Neural Networks
por: Bae, Seongwoo, et al.
Publicado: (2023)

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

Simultaneous sEMG Classification of Hand/Wrist Gestures and Forces
por: Leone, Francesca, et al.
Publicado: (2019)

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)

Empowering Hand Rehabilitation with AI-Powered Gesture Recognition: A Study of an sEMG-Based System
por: Guo, Kai, et al.
Publicado: (2023)

Dataset for multi-channel surface electromyography (sEMG) signals of hand gestures
por: Ozdemir, Mehmet Akif, et al.
Publicado: (2022)

Command Recognition Using Binarized Convolutional Neural Network with Voice and Radar Sensors for Human-Vehicle Interaction
por: Oh, Seunghyun, et al.
Publicado: (2021)

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

A Low-Cost, Wireless, 3-D-Printed Custom Armband for sEMG Hand Gesture Recognition
por: Côté-Allard, Ulysse, et al.
Publicado: (2019)

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)

sEMG-Based Hand-Gesture Classification Using a Generative Flow Model
por: Sun, Wentao, et al.
Publicado: (2019)

Hierarchical strategy for sEMG classification of the hand/wrist gestures and forces of transradial amputees
por: Leone, Francesca, et al.
Publicado: (2023)

sEMG-Based Neural Network Prediction Model Selection of Gesture Fatigue and Dataset Optimization
por: Ma, Fujun, et al.
Publicado: (2020)

Performance Evaluation of Convolutional Neural Network for Hand Gesture Recognition Using EMG
por: Asif, Ali Raza, et al.
Publicado: (2020)

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

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

IMU Sensor-Based Hand Gesture Recognition for Human-Machine Interfaces
por: Kim, Minwoo, et al.
Publicado: (2019)

sEMG-Based Gesture Classifier for a Rehabilitation Glove
por: Copaci, Dorin, et al.
Publicado: (2022)

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

A novel attention-based hybrid CNN-RNN architecture for sEMG-based gesture recognition
por: Hu, Yu, et al.
Publicado: (2018)

Biometric From Surface Electromyogram (sEMG): Feasibility of User Verification and Identification Based on Gesture Recognition
por: He, Jiayuan, et al.
Publicado: (2020)

Application Research on Optimization Algorithm of sEMG Gesture Recognition Based on Light CNN+LSTM Model
por: Bai, Dianchun, et al.
Publicado: (2021)

Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference
por: Xie, Chen, et al.
Publicado: (2023)

Real-Time Surface EMG Pattern Recognition for Hand Gestures Based on an Artificial Neural Network
por: Zhang, Zhen, et al.
Publicado: (2019)

A Frame Detection Method for Real-Time Hand Gesture Recognition Systems Using CW-Radar
por: Yu, Myoungseok, et al.
Publicado: (2020)

An sEMG-Controlled 3D Game for Rehabilitation Therapies: Real-Time Time Hand Gesture Recognition Using Deep Learning Techniques
por: Nasri, Nadia, et al.
Publicado: (2020)

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

Hand Gesture Recognition Using EMG-IMU Signals and Deep Q-Networks
por: Vásconez, Juan Pablo, et al.
Publicado: (2022)

Compound motion decoding based on sEMG consisting of gestures, wrist angles, and strength
por: Zhang, Xiaodong, et al.
Publicado: (2022)

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

Surface EMG-Based Instantaneous Hand Gesture Recognition Using Convolutional Neural Network with the Transfer Learning Method
por: Yu, Zhipeng, et al.
Publicado: (2021)

Recognition of Hand Gestures Based on EMG Signals with Deep and Double-Deep Q-Networks
por: Valdivieso Caraguay, Ángel Leonardo, et al.
Publicado: (2023)

putEMG—A Surface Electromyography Hand Gesture Recognition Dataset
por: Kaczmarek, Piotr, 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)

Feature Fusion-Based Improved Capsule Network for sEMG Signal Recognition
por: Wang, Wanliang, et al.
Publicado: (2022)

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

Elements Influencing sEMG-Based Gesture Decoding: Muscle Fatigue, Forearm Angle and Acquisition Time
por: Qing, Zengyu, et al.
Publicado: (2021)

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

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

Cannot write session to /tmp/vufind_sessions/sess_nssjfltocr3tgiodk35jnp074r