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ASTDF-Net: Attention-Based Spatial-Temporal Dual-Stream Fusion Network for EEG-Based Emotion Recognition
16 references·0 citing·34 second hop
ASTDF-Net: Attention-Based Spatial-Temporal Dual-Stream Fusion Network for EEG-Based Emotion Recognition (2023)ASTDF-Net: Attention-Based Spatial-Tempor…TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition (2022)TSception: Capturing Temporal…EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)EEG-Based Emotion Recognition…An Efficient LSTM Network for Emotion Recognition From Multichannel EEG Signals (2020)An Efficient LSTM Network for…GCB-Net: Graph Convolutional Broad Network and Its Application in Emotion Recognition (2019)GCB-Net: Graph Convolutional …Feature Extraction and Selection for Emotion Recognition from Electrodermal Activity (2019)Feature Extraction and Select…Survey on Emotional Body Gesture Recognition (2018)Survey on Emotional Body Gest…Spatial–Temporal Recurrent Neural Network for Emotion Recognition (2018)Spatial–Temporal Recurrent Ne…EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks (2018)EEG Emotion Recognition Using…Emotion Recognition based on EEG using LSTM Recurrent Neural Network (2017)Emotion Recognition based on …Emotion recognition from multi-channel EEG data through Convolutional Recurrent Neural Network (2016)Emotion recognition from mult…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 Multimodal Database for Affect Recognition and Implicit Tagging (2011)A Multimodal Database for Aff…Toward Emotion Aware Computing: An Integrated Approach Using Multichannel Neurophysiological Recordings and Affective Visual Stimuli (2010)Toward Emotion Aware Computin…Emotion Recognition From EEG Using Higher Order Crossings (2009)Emotion Recognition From EEG …Emotion recognition in human–computer interaction (2005)Emotion recognition in human–…A revised version of the psychoticism scale (1985)Personality and Individual Differences (1985)Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)EmotionMeter: A Multimodal Framework for Recognizing Human Emotions (2018)A circumplex model of affect. (1980)Measuring emotion: The self-assessment manikin and the semantic differential (1994)Affective Computing (1997)AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild (2017)A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting (1997)A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions (2008)DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices (2017)Emotional Intelligence (1990)THE MIRROR-NEURON SYSTEM (2004)EEG emotion recognition using fusion model of graph convolutional neural networks and LSTM (2020)Human emotion recognition from EEG-based brain–computer interface using machine learning: a comprehensive review (2022)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)EEG Based Emotion Recognition: A Tutorial and Review (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)EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)Emotions Recognition Using EEG Signals: A Survey (2017)Effective Emotion Recognition by Learning Discriminative Graph Topologies in EEG Brain Networks (2023)Light-weight residual convolution-based capsule network for EEG emotion recognition (2024)EmT: A Novel Transformer for Generalized Cross-Subject EEG Emotion Recognition (2025)A Review, Current Challenges, and Future Possibilities on Emotion Recognition Using Machine Learning and Physiological Signals (2019)Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition (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
  • 2011A Multimodal Database for Affect Recognition and Implicit Tagging1,664 cited
  • 2018EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks1,605 cited
  • 2009Emotion Recognition From EEG Using Higher Order Crossings687 cited
  • 2017Emotion Recognition based on EEG using LSTM Recurrent Neural Network653 cited
  • 2018Spatial–Temporal Recurrent Neural Network for Emotion Recognition595 cited
  • 2020EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention588 cited
  • 2018Survey on Emotional Body Gesture Recognition481 cited
  • 2022TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition440 cited
  • 2005Emotion recognition in human–computer interaction412 cited
  • 2019GCB-Net: Graph Convolutional Broad Network and Its Application in Emotion Recognition396 cited
  • 2020An Efficient LSTM Network for Emotion Recognition From Multichannel EEG Signals361 cited
  • 2016Emotion recognition from multi-channel EEG data through Convolutional Recurrent Neural Network307 cited

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  • 2019Feature Extraction and Selection for Emotion Recognition from Electrodermal Activity252 cited
  • 2010Toward Emotion Aware Computing: An Integrated Approach Using Multichannel Neurophysiological Recordings and Affective Visual Stimuli248 cited
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