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A Dual-Branch Dynamic Graph Convolution Based Adaptive TransFormer Feature Fusion Network for EEG Emotion Recognition
16 references·6 citing·22 second hop
A Dual-Branch Dynamic Graph Convolution Based Adaptive TransFormer Feature Fusion Network for EEG Emotion Recognition (2022)A Dual-Branch Dynamic Graph Convolution B…SparseDGCNN: Recognizing Emotion From Multichannel EEG Signals (2021)SparseDGCNN: Recognizing Emot…EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)EEG-Based Emotion Recognition…EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)EEG-Based Emotion Recognition…EEG-based emotion recognition using 4D convolutional recurrent neural network (2020)EEG-based emotion recognition…A Novel Bi-Hemispheric Discrepancy Model for EEG Emotion Recognition (2020)A Novel Bi-Hemispheric Discre…Emotion Recognition using Multimodal Residual LSTM Network (2019)Emotion Recognition using Mul…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…Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)Identifying Stable Patterns o…Emotion Recognition based on EEG using LSTM Recurrent Neural Network (2017)Emotion Recognition based on …DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices (2017)DREAMER: A Database for Emoti…Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)Investigating Critical Freque…Feature Extraction and Selection for Emotion Recognition from EEG (2014)Feature Extraction and Select…EEG-based emotion classification using deep belief networks (2014)EEG-based emotion classificat…Valence, arousal and dominance in the EEG during game play (2012)Valence, arousal and dominanc…DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …Identifying Stable EEG Patterns in Manipulation Task for Negative Emotion Recognition (2025)Identifying Stable EEG Patter…MASA-TCN: Multi-Anchor Space-Aware Temporal Convolutional Neural Networks for Continuous and Discrete EEG Emotion Recognition (2024)MASA-TCN: Multi-Anchor Space-…MAS-DGAT-Net: A dynamic graph attention network with multibranch feature extraction and staged fusion for EEG emotion recognition (2024)MAS-DGAT-Net: A dynamic graph…Light-weight residual convolution-based capsule network for EEG emotion recognition (2024)Light-weight residual convolu…Bridge Graph Attention Based Graph Convolution Network With Multi-Scale Transformer for EEG Emotion Recognition (2024)Bridge Graph Attention Based …A comprehensive review of deep learning in EEG-based emotion recognition: classifications, trends, and practical implications (2024)A comprehensive review of dee…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)Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review (2020)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)A systematic review on affective computing: emotion models, databases, and recent advances (2022)Emotion recognition in human-computer interaction (2001)Mechanism Design via Differential Privacy (2007)A Review of Emotion Recognition Using Physiological Signals (2018)Measures of emotion: A review (2009)Pleasure-arousal-dominance: A general framework for describing and measuring individual differences in Temperament (1996)A Review, Current Challenges, and Future Possibilities on Emotion Recognition Using Machine Learning and Physiological Signals (2019)EEG emotion recognition using fusion model of graph convolutional neural networks and LSTM (2020)EEG Based Emotion Recognition: A Tutorial and Review (2022)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition (2022)
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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
  • 2017DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices1,130 cited
  • 2014Feature Extraction and Selection for Emotion Recognition from EEG1,086 cited
  • 2017Identifying Stable Patterns over Time for Emotion Recognition from EEG995 cited
  • 2020EEG-Based Emotion Recognition Using Regularized Graph Neural Networks914 cited
  • 2017Emotion Recognition based on EEG using LSTM Recurrent Neural Network653 cited
  • 2020EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention588 cited
  • 2020A Novel Bi-Hemispheric Discrepancy Model for EEG Emotion Recognition371 cited
  • 2014EEG-based emotion classification using deep belief networks367 cited
  • 2020EEG-based emotion recognition using 4D convolutional recurrent neural network248 cited
  • 2019Emotion Recognition using Multimodal Residual LSTM Network229 cited

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  • 2021SparseDGCNN: Recognizing Emotion From Multichannel EEG Signals185 cited
  • 2012Valence, arousal and dominance in the EEG during game play146 cited
  • Cited by

    • 2024Light-weight residual convolution-based capsule network for EEG emotion recognition100 cited
    • 2024A comprehensive review of deep learning in EEG-based emotion recognition: classifications, trends, and practical implications90 cited
    • 2024MAS-DGAT-Net: A dynamic graph attention network with multibranch feature extraction and staged fusion for EEG emotion recognition70 cited
    • 2024MASA-TCN: Multi-Anchor Space-Aware Temporal Convolutional Neural Networks for Continuous and Discrete EEG Emotion Recognition68 cited
    • 2024Bridge Graph Attention Based Graph Convolution Network With Multi-Scale Transformer for EEG Emotion Recognition62 cited
    • 2025Identifying Stable EEG Patterns in Manipulation Task for Negative Emotion Recognition51 cited