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A spatiotemporal symmetrical transformer structure for EEG emotion recognition
16 references·0 citing·38 second hop
A spatiotemporal symmetrical transformer structure for EEG emotion recognition (2023)A spatiotemporal symmetrical transformer …Speech Emotion Recognition UsingConvolutional Neural Network and Long-Short TermMemory (2020)Speech Emotion Recognition Us…Recognizing Emotions Evoked by Music Using CNN-LSTM Networks on EEG Signals (2020)Recognizing Emotions Evoked b…Multi-channel EEG-based emotion recognition via a multi-level features guided capsule network (2020)Multi-channel EEG-based emoti…EEG-based emotion recognition using 4D convolutional recurrent neural network (2020)EEG-based emotion recognition…SAE+LSTM: A New Framework for Emotion Recognition From Multi-Channel EEG (2019)SAE+LSTM: A New Framework for…Emotion Recognition from Multi-Channel EEG through Parallel Convolutional Recurrent Neural Network (2018)Emotion Recognition from Mult…EEG-Based Emotion Recognition using 3D Convolutional Neural Networks (2018)EEG-Based Emotion Recognition…Continuous Convolutional Neural Network with 3D Input for EEG-Based Emotion Recognition (2018)Continuous Convolutional Neur…Using Deep and Convolutional Neural Networks for Accurate Emotion Classification on DEAP Data (2017)Using Deep and Convolutional …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…Classification of human emotions from EEG signals using SVM and LDA Classifiers (2015)Classification of human emoti…DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …Classification of human emotion from EEG using discrete wavelet transform (2010)Classification of human emoti…A real-time automated system for the recognition of human facial expressions (2006)A real-time automated system …A revised version of the psychoticism scale (1985)Personality and Individual Differences (1985)EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks (2018)EmotionMeter: A Multimodal Framework for Recognizing Human Emotions (2018)A circumplex model of affect. 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(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)Feature Extraction and Selection for Emotion Recognition from EEG (2014)Emotions Recognition Using EEG Signals: A Survey (2017)EEG-based emotion recognition using an end-to-end regional-asymmetric convolutional neural network (2020)EEG-Based Emotion Recognition in Music Listening (2010)Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)Investigating the Use of Pretrained Convolutional Neural Network on Cross-Subject and Cross-Dataset EEG Emotion Recognition (2020)Investigating EEG-based functional connectivity patterns for multimodal emotion recognition (2022)Emotion recognition in EEG signals using deep learning methods: A review (2023)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)A Hierarchical Bidirectional GRU Model With Attention for EEG-Based Emotion Classification (2019)Accurate EEG-Based Emotion Recognition on Combined Features Using Deep Convolutional Neural Networks (2019)Emotion Recognition From Multi-Channel EEG via Deep Forest (2020)Automated emotion recognition: Current trends and future perspectives (2022)EEG-Based Emotion Recognition Using Spatial-Temporal Graph Convolutional LSTM With Attention Mechanism (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
  • 2017DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices1,130 cited
  • 2017Emotion Recognition based on EEG using LSTM Recurrent Neural Network653 cited
  • 2010Classification of human emotion from EEG using discrete wavelet transform436 cited
  • 2018Emotion Recognition from Multi-Channel EEG through Parallel Convolutional Recurrent Neural Network357 cited
  • 2006A real-time automated system for the recognition of human facial expressions355 cited
  • 2019SAE+LSTM: A New Framework for Emotion Recognition From Multi-Channel EEG269 cited
  • 2018EEG-Based Emotion Recognition using 3D Convolutional Neural Networks251 cited
  • 2020EEG-based emotion recognition using 4D convolutional recurrent neural network248 cited
  • 2017Using Deep and Convolutional Neural Networks for Accurate Emotion Classification on DEAP Data235 cited
  • 2020Multi-channel EEG-based emotion recognition via a multi-level features guided capsule network220 cited
  • 2018Continuous Convolutional Neural Network with 3D Input for EEG-Based Emotion Recognition197 cited
  • 2015Classification of human emotions from EEG signals using SVM and LDA Classifiers

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144 cited
  • 2020Recognizing Emotions Evoked by Music Using CNN-LSTM Networks on EEG Signals144 cited
  • 2020Speech Emotion Recognition UsingConvolutional Neural Network and Long-Short TermMemory61 cited
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