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EEG-based emotion recognition using multi-scale dynamic CNN and gated transformer
16 references·0 citing·29 second hopsampled
EEG-based emotion recognition using multi-scale dynamic CNN and gated transformer (2024)EEG-based emotion recognition using multi…PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition (2024)PGCN: Pyramidal Graph Convolu…Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model (2022)Transformers for EEG-Based Em…Human emotion recognition from EEG-based brain–computer interface using machine learning: a comprehensive review (2022)Human emotion recognition fro…GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition (2022)GMSS: Graph-Based Multi-Task …GANSER: A Self-Supervised Data Augmentation Framework for EEG-Based Emotion Recognition (2022)GANSER: A Self-Supervised Dat…Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review (2020)Emotion recognition using mul…EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)EEG-Based Emotion Recognition…Survey on Emotional Body Gesture Recognition (2018)Survey on Emotional Body Gest…Speech emotion recognition using deep 1D & 2D CNN LSTM networks (2018)Speech emotion recognition us…EmotionMeter: A Multimodal Framework for Recognizing Human Emotions (2018)EmotionMeter: A Multimodal Fr…EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks (2018)EEG Emotion Recognition Using…Real-Time Movie-Induced Discrete Emotion Recognition from EEG Signals (2017)Real-Time Movie-Induced Discr…Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)Identifying Stable Patterns o…Emotions Recognition Using EEG Signals: A Survey (2017)Emotions Recognition Using EE…Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)Investigating Critical Freque…DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …A revised version of the psychoticism scale (1985)Personality and Individual Differences (1985)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)International affective picture system (IAPS) : affective ratings of pictures and instruction manual (2005)EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)A systematic review on affective computing: emotion models, databases, and recent advances (2022)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)Emotion Recognition for Human-Robot Interaction: Recent Advances and Future Perspectives (2020)Emotion Recognition for Everyday Life Using Physiological Signals From Wearables: A Systematic Literature Review (2022)Deep learning-based multimodal emotion recognition from audio, visual, and text modalities: A systematic review of recent advancements and future prospects (2023)Emotion recognition in human-computer interaction (2001)Mechanism Design via Differential Privacy (2007)A Review of Emotion Recognition Using Physiological Signals (2018)A database of German emotional speech (2005)IEMOCAP: interactive emotional dyadic motion capture database (2008)Practical Bayesian Optimization of Machine Learning Algorithms (2012)Speech Emotion Recognition Using Deep Learning Techniques: A Review (2019)Speech emotion recognition: Emotional models, databases, features, preprocessing methods, supporting modalities, and classifiers (2019)Speech emotion recognition with deep convolutional neural networks (2020)Measures of emotion: A review (2009)Approximate entropy as a measure of system complexity. (1991)Pleasure-arousal-dominance: A general framework for describing and measuring individual differences in Temperament (1996)EEG Based Emotion Recognition: A Tutorial and Review (2022)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)
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References

  • 2011DEAP: A Database for Emotion Analysis ;Using Physiological Signals5,082 cited
  • 2015Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks2,616 cited
  • 2018EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks1,605 cited
  • 2018EmotionMeter: A Multimodal Framework for Recognizing Human Emotions1,274 cited
  • 2017Emotions Recognition Using EEG Signals: A Survey1,199 cited
  • 2018Speech emotion recognition using deep 1D & 2D CNN LSTM networks1,044 cited
  • 2017Identifying Stable Patterns over Time for Emotion Recognition from EEG995 cited
  • 2020EEG-Based Emotion Recognition Using Regularized Graph Neural Networks914 cited
  • 2020Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review804 cited
  • 2018Survey on Emotional Body Gesture Recognition481 cited
  • 2022Human emotion recognition from EEG-based brain–computer interface using machine learning: a comprehensive review429 cited
  • 2017Real-Time Movie-Induced Discrete Emotion Recognition from EEG Signals357 cited
  • 2022Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model217 cited
  • 2022GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition

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209 cited
  • 2022GANSER: A Self-Supervised Data Augmentation Framework for EEG-Based Emotion Recognition154 cited
  • 2024PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition152 cited
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