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MTLFuseNet: A novel emotion recognition model based on deep latent feature fusion of EEG signals and multi-task learning
16 references·1 citing·28 second hop
MTLFuseNet: A novel emotion recognition model based on deep latent feature fusion of EEG signals and multi-task learning (2023)MTLFuseNet: A novel emotion recognition m…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…3DCANN: A Spatio-Temporal Convolution Attention Neural Network for EEG Emotion Recognition (2021)3DCANN: A Spatio-Temporal Con…From Regional to Global Brain: A Novel Hierarchical Spatial-Temporal Neural Network Model for EEG Emotion Recognition (2019)From Regional to Global Brain…EEG Based Emotion Recognition by Combining Functional Connectivity Network and Local Activations (2019)EEG Based Emotion Recognition…Exploring EEG Features in Cross-Subject Emotion Recognition (2018)Exploring EEG Features in Cro…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…Wavelet-based emotion recognition system using EEG signal (2016)Wavelet-based emotion recogni…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…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…Identifying Stable EEG Patterns in Manipulation Task for Negative Emotion Recognition (2025)Identifying Stable EEG Patter…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)International affective picture system (IAPS) : affective ratings of pictures and instruction manual (2005)EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review (2020)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)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)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)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)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
  • 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 Devices1,130 cited
  • 2014Feature Extraction and Selection for Emotion Recognition from EEG1,086 cited
  • 2017Emotion Recognition based on EEG using LSTM Recurrent Neural Network653 cited
  • 2022EEG Based Emotion Recognition: A Tutorial and Review505 cited
  • 2022TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition440 cited
  • 2019EEG Based Emotion Recognition by Combining Functional Connectivity Network and Local Activations396 cited
  • 2018Exploring EEG Features in Cross-Subject Emotion Recognition370 cited
  • 2016Wavelet-based emotion recognition system using EEG signal363 cited
  • 2019From Regional to Global Brain: A Novel Hierarchical Spatial-Temporal Neural Network Model for EEG Emotion Recognition

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316 cited
  • 20213DCANN: A Spatio-Temporal Convolution Attention Neural Network for EEG Emotion Recognition221 cited
  • 2022Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model217 cited
  • Cited by

    • 2025Identifying Stable EEG Patterns in Manipulation Task for Negative Emotion Recognition51 cited