Cargando…

The multiscale 3D convolutional network for emotion recognition based on electroencephalogram

Emotion recognition based on EEG (electroencephalogram) has become a research hotspot in the field of brain-computer interfaces (BCI). Compared with traditional machine learning, the convolutional neural network model has substantial advantages in automatic feature extraction in EEG-based emotion re...

Descripción completa

Detalles Bibliográficos
Autores principales:	Su, Yun, Zhang, Zhixuan, Li, Xuan, Zhang, Bingtao, Ma, Huifang
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Media S.A. 2022
Materias:	Neuroscience
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9420984/ https://www.ncbi.nlm.nih.gov/pubmed/36046470 http://dx.doi.org/10.3389/fnins.2022.872311

Ejemplares similares

Electroencephalogram Emotion Recognition Based on 3D Feature Fusion and Convolutional Autoencoder
por: An, Yanling, et al.
Publicado: (2021)

Electroencephalogram Access for Emotion Recognition Based on a Deep Hybrid Network
por: Zhong, Qinghua, et al.
Publicado: (2020)

Electroencephalogram signals emotion recognition based on convolutional neural network-recurrent neural network framework with channel-temporal attention mechanism for older adults
por: Jiang, Lei, et al.
Publicado: (2022)

Hierarchical Spatiotemporal Electroencephalogram Feature Learning and Emotion Recognition With Attention-Based Antagonism Neural Network
por: Zhang, Pengwei, et al.
Publicado: (2021)

Electroencephalogram-Based Motor Imagery Classification Using Deep Residual Convolutional Networks
por: Huang, Jing-Shan, et al.
Publicado: (2021)

Identification of Electroencephalogram Signals in Alzheimer's Disease by Multifractal and Multiscale Entropy Analysis
por: Ando, Momo, et al.
Publicado: (2021)

Multiscale Convolutional Neural Networks with Attention for Plant Species Recognition
por: Wang, Xianfeng, et al.
Publicado: (2021)

Enhancing Emotion Recognition Using Region-Specific Electroencephalogram Data and Dynamic Functional Connectivity
por: Liu, Jun, et al.
Publicado: (2022)

An improved multi-input deep convolutional neural network for automatic emotion recognition
por: Chen, Peiji, et al.
Publicado: (2022)

Altered electroencephalogram complexity in autistic children shown by the multiscale entropy approach
por: Liu, Tian, et al.
Publicado: (2017)

Convolutional-de-convolutional neural networks for recognition of surgical workflow
por: Chen, Yu-wen, et al.
Publicado: (2022)

Enhancing the accuracy of electroencephalogram-based emotion recognition through Long Short-Term Memory recurrent deep neural networks
por: Yousefi, Mohammad Reza, et al.
Publicado: (2023)

Identifying Amnestic Mild Cognitive Impairment With Convolutional Neural Network Adapted to the Spectral Entropy Heat Map of the Electroencephalogram
por: Li, Xin, et al.
Publicado: (2022)

Recognizing emotions induced by wearable haptic vibration using noninvasive electroencephalogram
por: Wang, Xin, et al.
Publicado: (2023)

Challenges and Future Perspectives on Electroencephalogram-Based Biometrics in Person Recognition
por: Chan, Hui-Ling, et al.
Publicado: (2018)

Temporal transformer-spatial graph convolutional network: an intelligent classification model for anti N-methyl-D-aspartate receptor encephalitis based on electroencephalogram signal
por: Dang, Ruochen, et al.
Publicado: (2023)

Student Behavior Recognition From Heterogeneous View Perception in Class Based on 3-D Multiscale Residual Dense Network for the Analysis of Case Teaching
por: Liu, Hui, et al.
Publicado: (2021)

Egocentric Gesture Recognition Using 3D Convolutional Neural Networks for the Spatiotemporal Adaptation of Collaborative Robots
por: Papanagiotou, Dimitris, et al.
Publicado: (2021)

A Parallel Multiscale Filter Bank Convolutional Neural Networks for Motor Imagery EEG Classification
por: Wu, Hao, et al.
Publicado: (2019)

Electroencephalogram and surface electromyogram fusion-based precise detection of lower limb voluntary movement using convolution neural network-long short-term memory model
por: Zhang, Xiaodong, et al.
Publicado: (2022)

MSTCN: A multiscale temporal convolutional network for user independent human activity recognition
por: Raja Sekaran, Sarmela, et al.
Publicado: (2022)

Deep Convolutional Neural Network-Based Epileptic Electroencephalogram (EEG) Signal Classification
por: Gao, Yunyuan, et al.
Publicado: (2020)

Electroencephalogram Source Imaging and Brain Network Based Natural Grasps Decoding
por: Xu, Baoguo, et al.
Publicado: (2021)

Personality first in emotion: a deep neural network based on electroencephalogram channel attention for cross-subject emotion recognition
por: Tian, Zhihang, et al.
Publicado: (2021)

A Quantized Convolutional Neural Network Implemented With Memristor for Image Denoising and Recognition
por: Zhang, Yuejun, et al.
Publicado: (2021)

Accelerating 3D Convolutional Neural Network with Channel Bottleneck Module for EEG-Based Emotion Recognition
por: Kim, Sungkyu, et al.
Publicado: (2022)

Multifractal Functional Connectivity Analysis of Electroencephalogram Reveals Reorganization of Brain Networks in a Visual Pattern Recognition Paradigm
por: Stylianou, Orestis, et al.
Publicado: (2021)

Application value of a deep learning method based on a 3D V-Net convolutional neural network in the recognition and segmentation of the auditory ossicles
por: Wang, Xing-Rui, et al.
Publicado: (2022)

Electroencephalograph-Based Emotion Recognition Using Brain Connectivity Feature and Domain Adaptive Residual Convolution Model
por: Chen, Jingxia, et al.
Publicado: (2022)

Multi-scale and attention enhanced graph convolution network for skeleton-based violence action recognition
por: Yang, Huaigang, et al.
Publicado: (2022)

Sparse Spatial-Temporal Emotion Graph Convolutional Network for Video Emotion Recognition
por: Liu, Xiaodong, et al.
Publicado: (2022)

Deep Neural Networks for Depression Recognition Based on 2D and 3D Facial Expressions Under Emotional Stimulus Tasks
por: Guo, Weitong, et al.
Publicado: (2021)

Speech Emotion Recognition Using Convolution Neural Networks and Multi-Head Convolutional Transformer
por: Ullah, Rizwan, et al.
Publicado: (2023)

Surface Electromyography and Electroencephalogram-Based Gait Phase Recognition and Correlations Between Cortical and Locomotor Muscle in the Seven Gait Phases
por: Wei, Pengna, et al.
Publicado: (2021)

Emotion Recognition of Online Education Learners by Convolutional Neural Networks
por: Ye, Fulan
Publicado: (2022)

Multiscale Convolutional Network for Repairing Coal Slime Foam Images
por: Huang, Xianwu, et al.
Publicado: (2023)

Motor Imagery EEG Signal Recognition Using Deep Convolution Neural Network
por: Xiao, Xiongliang, et al.
Publicado: (2021)

Semantic Relatedness Emerges in Deep Convolutional Neural Networks Designed for Object Recognition
por: Huang, Taicheng, et al.
Publicado: (2021)

Identification of Emotion Using Electroencephalogram by Tunable Q-Factor Wavelet Transform and Binary Gray Wolf Optimization
por: Li, Siyu, et al.
Publicado: (2021)

Depression Speech Recognition With a Three-Dimensional Convolutional Network
por: Wang, Hongbo, et al.
Publicado: (2021)

Cannot write session to /tmp/vufind_sessions/sess_ah0o4i105i4huejvm7tnmhsr18