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TorchEEGEMO: A deep learning toolbox towards EEG-based emotion recognition
16 references·0 citing·30 second hopsampled
TorchEEGEMO: A deep learning toolbox towards EEG-based emotion recognition (2024)TorchEEGEMO: A deep learning toolbox towa…TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition (2022)TSception: Capturing Temporal…Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model (2022)Transformers for EEG-Based Em…EEG Based Emotion Recognition: A Tutorial and Review (2022)EEG Based Emotion Recognition…EEG-based emotion recognition: Review of commercial EEG devices and machine learning techniques (2021)EEG-based emotion recognition…EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)EEG-Based Emotion Recognition…MPED: A Multi-Modal Physiological Emotion Database for Discrete Emotion Recognition (2019)MPED: A Multi-Modal Physiolog…Emotion Based Music Recommendation System Using Wearable Physiological Sensors (2018)Emotion Based Music Recommend…EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks (2018)EEG Emotion Recognition Using…Continuous Convolutional Neural Network with 3D Input for EEG-Based Emotion Recognition (2018)Continuous Convolutional Neur…AMIGOS: A Dataset for Affect, Personality and Mood Research on Individuals and Groups (2018)AMIGOS: A Dataset for Affect,…Hierarchical Convolutional Neural Networks for EEG-Based Emotion Recognition (2017)Hierarchical Convolutional Ne…Evolutionary computation algorithms for feature selection of EEG-based emotion recognition using mobile sensors (2017)Evolutionary computation algo…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…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…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)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)EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review (2020)A systematic review on affective computing: emotion models, databases, and recent advances (2022)Coefficient Alpha and the Internal Structure of Tests (1951)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)Emotion recognition in human-computer interaction (2001)Mechanism Design via Differential Privacy (2007)A Review of Emotion Recognition Using Physiological Signals (2018)Pleasure-arousal-dominance: A general framework for describing and measuring individual differences in Temperament (1996)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)Electrocardiogram-Based Emotion Recognition Systems and Their Applications in Healthcare—A Review (2021)GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition (2022)Emotion recognition in EEG signals using deep learning methods: A review (2023)Multimodal Emotion Recognition with Deep Learning: Advancements, challenges, and future directions (2023)From Neural Networks to Emotional Networks: A Systematic Review of EEG-Based Emotion Recognition in Cognitive Neuroscience and Real-World Applications (2025)
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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
  • 2017DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices1,130 cited
  • 2020EEG-Based Emotion Recognition Using Regularized Graph Neural Networks914 cited
  • 2018AMIGOS: A Dataset for Affect, Personality and Mood Research on Individuals and Groups717 cited
  • 2022EEG Based Emotion Recognition: A Tutorial and Review505 cited
  • 2022TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition440 cited
  • 2019MPED: A Multi-Modal Physiological Emotion Database for Discrete Emotion Recognition339 cited
  • 2017Hierarchical Convolutional Neural Networks for EEG-Based Emotion Recognition337 cited
  • 2018Emotion Based Music Recommendation System Using Wearable Physiological Sensors280 cited
  • 2017Evolutionary computation algorithms for feature selection of EEG-based emotion recognition using mobile sensors233 cited
  • 2022Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model

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217 cited
  • 2021EEG-based emotion recognition: Review of commercial EEG devices and machine learning techniques209 cited
  • 2018Continuous Convolutional Neural Network with 3D Input for EEG-Based Emotion Recognition197 cited
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