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A Bi-Stream hybrid model with MLPBlocks and self-attention mechanism for EEG-based emotion recognition
16 references·1 citing·33 second hop
A Bi-Stream hybrid model with MLPBlocks and self-attention mechanism for EEG-based emotion recognition (2023)A Bi-Stream hybrid model with MLPBlocks a…Deep Learning Techniques for Speech Emotion Recognition, from Databases to Models (2021)Deep Learning Techniques for …EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)EEG-Based Emotion Recognition…EEG-based emotion recognition using an end-to-end regional-asymmetric convolutional 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…Multisource Transfer Learning for Cross-Subject EEG Emotion Recognition (2019)Multisource Transfer Learning…Extended deep neural network for facial emotion recognition (2019)Extended deep neural network …EEG Based Emotion Recognition by Combining Functional Connectivity Network and Local Activations (2019)EEG Based Emotion Recognition…Domain Adaptation for EEG Emotion Recognition Based on Latent Representation Similarity (2019)Domain Adaptation for EEG Emo…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…Emotions Recognition Using EEG Signals: A Survey (2017)Emotions Recognition Using EE…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…Feature Extraction and Selection for Emotion Recognition from EEG (2014)Feature Extraction and Select…DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …Emotion recognition system using short-term monitoring of physiological signals (2004)Emotion recognition system us…Federated learning in Emotion Recognition Systems based on physiological signals for privacy preservation: a review (2024)Federated learning in Emotion…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)Emotion recognition in human-computer interaction (2001)Toward machine emotional intelligence: analysis of affective physiological state (2001)Emotion recognition based on physiological changes in music listening (2008)EEG-Based Emotion Recognition in Music Listening (2010)Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review (2020)International affective picture system (IAPS) : affective ratings of pictures and instruction manual (2005)Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (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)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)Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)EEG Based Emotion Recognition: A Tutorial and Review (2022)TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition (2022)Mechanism Design via Differential Privacy (2007)A Review of Emotion Recognition Using Physiological Signals (2018)Automatic Analysis of Facial Affect: A Survey of Registration, Representation, and Recognition (2014)Facial expression recognition with Convolutional Neural Networks: Coping with few data and the training sample order (2016)A Brief Review of Facial Emotion Recognition Based on Visual Information (2018)Facial emotion recognition using deep learning: review and insights (2020)A survey on facial emotion recognition techniques: A state-of-the-art literature review (2021)Emotion recognition from unimodal to multimodal analysis: 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)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
  • 2018EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks1,605 cited
  • 2017Emotions Recognition Using EEG Signals: A Survey1,199 cited
  • 2017DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices1,142 cited
  • 2014Feature Extraction and Selection for Emotion Recognition from EEG1,086 cited
  • 2004Emotion recognition system using short-term monitoring of physiological signals942 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
  • 2019Extended deep neural network for facial emotion recognition401 cited
  • 2019EEG Based Emotion Recognition by Combining Functional Connectivity Network and Local Activations396 cited
  • 2019Multisource Transfer Learning for Cross-Subject EEG Emotion Recognition355 cited
  • 2021Deep Learning Techniques for Speech Emotion Recognition, from Databases to Models294 cited
  • 2019Domain Adaptation for EEG Emotion Recognition Based on Latent Representation Similarity292 cited

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  • 2020EEG-based emotion recognition using an end-to-end regional-asymmetric convolutional neural network284 cited
  • 2019SAE+LSTM: A New Framework for Emotion Recognition From Multi-Channel EEG269 cited
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    • 2024Federated learning in Emotion Recognition Systems based on physiological signals for privacy preservation: a review31 cited