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Capsule neural networks on spatio-temporal EEG frames for cross-subject emotion recognition
16 references·3 citing·37 second hop
Capsule neural networks on spatio-temporal EEG frames for cross-subject emotion recognition (2021)Capsule neural networks on spatio-tempora…Multi-channel EEG-based emotion recognition via a multi-level features guided capsule network (2020)Multi-channel EEG-based emoti…Investigating the Use of Pretrained Convolutional Neural Network on Cross-Subject and Cross-Dataset EEG Emotion Recognition (2020)Investigating the Use of Pret…Human Emotion Recognition: Review of Sensors and Methods (2020)Human Emotion Recognition: Re…An Efficient LSTM Network for Emotion Recognition From Multichannel EEG Signals (2020)An Efficient LSTM Network for…Multisource Transfer Learning for Cross-Subject EEG Emotion Recognition (2019)Multisource Transfer Learning…Emotion Recognition from Multiband EEG Signals Using CapsNet (2019)Emotion Recognition from Mult…Accurate EEG-Based Emotion Recognition on Combined Features Using Deep Convolutional Neural Networks (2019)Accurate EEG-Based Emotion Re…Spatial–Temporal Recurrent Neural Network for Emotion Recognition (2018)Spatial–Temporal Recurrent Ne…Exploring EEG Features in Cross-Subject Emotion Recognition (2018)Exploring EEG Features in Cro…Emotion Recognition from Multi-Channel EEG through Parallel Convolutional Recurrent Neural Network (2018)Emotion Recognition from Mult…Cross-Subject Emotion Recognition Using Flexible Analytic Wavelet Transform From EEG Signals (2018)Cross-Subject Emotion Recogni…Cross-Subject Emotion Recognition Using Deep Adaptation Networks (2018)Cross-Subject Emotion Recogni…Using Deep and Convolutional Neural Networks for Accurate Emotion Classification on DEAP Data (2017)Using Deep and Convolutional …Emotional state classification from EEG data using machine learning approach (2013)Emotional state classificatio…DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …The nature of emotion: Fundamental questions. (1994)The nature of emotion: Fundam…Developing an EEG-Based Emotion Recognition Using Ensemble Deep Learning Methods and Fusion of Brain Effective Connectivity Maps (2024)Developing an EEG-Based Emoti…Functional connectivity-enhanced feature-grouped attention network for cross-subject EEG emotion recognition (2023)Functional connectivity-enhan…Horizontal and vertical features fusion network based on different brain regions for emotion recognition (2022)Horizontal and vertical featu…A circumplex model of affect. (1980)Measuring emotion: The self-assessment manikin and the semantic differential (1994)Affective Computing (1997)A Multimodal Database for Affect Recognition and Implicit Tagging (2011)AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild (2017)The Extended Cohn-Kanade Dataset (CK+): A complete dataset for action unit and emotion-specified expression (2010)Differential entropy feature for EEG-based emotion classification (2013)Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition (2022)Emotion regulation and mental health. (1995)From Regional to Global Brain: A Novel Hierarchical Spatial-Temporal Neural Network Model for EEG Emotion Recognition (2019)EEG-Based BCI Emotion Recognition: A Survey (2020)Feature Extraction and Selection for Emotion Recognition from EEG (2014)Emotions Recognition Using EEG Signals: A Survey (2017)A Review, Current Challenges, and Future Possibilities on Emotion Recognition Using Machine Learning and Physiological Signals (2019)EEG-based emotion recognition using an end-to-end regional-asymmetric convolutional neural network (2020)Emotion Recognition From Multi-Channel EEG via Deep Forest (2020)EmotionMeter: A Multimodal Framework for Recognizing Human Emotions (2018)Cross-Subject Multimodal Emotion Recognition Based on Hybrid Fusion (2020)Emotion recognition in human-computer interaction (2001)Emotion Recognition From Multimodal Physiological Signals Using a Regularized Deep Fusion of Kernel Machine (2020)MS-MDA: Multisource Marginal Distribution Adaptation for Cross-Subject and Cross-Session EEG Emotion Recognition (2021)Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition (2022)Facial Action Coding System (1978)Emotion recognition based on EEG feature maps through deep learning network (2021)Emotion Recognition for Everyday Life Using Physiological Signals From Wearables: A Systematic Literature Review (2022)Emotion recognition from unimodal to multimodal analysis: A review (2023)Toward machine emotional intelligence: analysis of affective physiological state (2001)EEG-Based Emotion Recognition Using Spatial-Temporal Graph Convolutional LSTM With Attention Mechanism (2022)EEG emotion recognition based on the attention mechanism and pre-trained convolution capsule network (2023)Emotion recognition in EEG signals using deep learning methods: A review (2023)The Contours of Positive Human Health (1998)A model of dual attitudes. (2000)Healthy and Unhealthy Emotion Regulation: Personality Processes, Individual Differences, and Life Span Development (2004)EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)Comparing Recognition Performance and Robustness of Multimodal Deep Learning Models for Multimodal Emotion Recognition (2022)EEG Based Emotion Recognition: A Tutorial and Review (2022)
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References

  • 2011DEAP: A Database for Emotion Analysis ;Using Physiological Signals5,082 cited
  • 1994The nature of emotion: Fundamental questions.2,827 cited
  • 2013Emotional state classification from EEG data using machine learning approach757 cited
  • 2018Spatial–Temporal Recurrent Neural Network for Emotion Recognition595 cited
  • 2020Human Emotion Recognition: Review of Sensors and Methods586 cited
  • 2018Exploring EEG Features in Cross-Subject Emotion Recognition370 cited
  • 2020An Efficient LSTM Network for Emotion Recognition From Multichannel EEG Signals361 cited
  • 2018Emotion Recognition from Multi-Channel EEG through Parallel Convolutional Recurrent Neural Network357 cited
  • 2019Multisource Transfer Learning for Cross-Subject EEG Emotion Recognition355 cited
  • 2018Cross-Subject Emotion Recognition Using Flexible Analytic Wavelet Transform From EEG Signals294 cited
  • 2019Emotion Recognition from Multiband EEG Signals Using CapsNet287 cited
  • 2020Investigating the Use of Pretrained Convolutional Neural Network on Cross-Subject and Cross-Dataset EEG Emotion Recognition254 cited
  • 2019Accurate EEG-Based Emotion Recognition on Combined Features Using Deep Convolutional Neural Networks249 cited
  • 2017Using Deep and Convolutional Neural Networks for Accurate Emotion Classification on DEAP Data

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235 cited
  • 2020Multi-channel EEG-based emotion recognition via a multi-level features guided capsule network220 cited
  • 2018Cross-Subject Emotion Recognition Using Deep Adaptation Networks215 cited
  • Cited by

    • 2023Functional connectivity-enhanced feature-grouped attention network for cross-subject EEG emotion recognition64 cited
    • 2024Developing an EEG-Based Emotion Recognition Using Ensemble Deep Learning Methods and Fusion of Brain Effective Connectivity Maps59 cited
    • 2022Horizontal and vertical features fusion network based on different brain regions for emotion recognition58 cited