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Spatio-Temporal Representation of an Electoencephalogram for Emotion Recognition Using a Three-Dimensional Convolutional Neural Network
16 references·4 citing·35 second hop
Spatio-Temporal Representation of an Electoencephalogram for Emotion Recognition Using a Three-Dimensional Convolutional Neural Network (2020)Spatio-Temporal Representation of an Elec…Investigating the Use of Pretrained Convolutional Neural Network on Cross-Subject and Cross-Dataset EEG Emotion Recognition (2020)Investigating the Use of Pret…SAE+LSTM: A New Framework for Emotion Recognition From Multi-Channel EEG (2019)SAE+LSTM: A New Framework for…Emotion Recognition from Multiband EEG Signals Using CapsNet (2019)Emotion Recognition from Mult…Accurate EEG-Based Emotion Recognition on Combined Features Using Deep Convolutional Neural Networks (2019)Accurate EEG-Based Emotion Re…Emotion Recognition from Multi-Channel EEG through Parallel Convolutional Recurrent Neural Network (2018)Emotion Recognition from Mult…Electroencephalography Based Fusion Two-Dimensional (2D)-Convolution Neural Networks (CNN) Model for Emotion Recognition System (2018)Electroencephalography Based …EEG-Based Emotion Recognition using 3D Convolutional Neural Networks (2018)EEG-Based Emotion Recognition…Data Augmentation for EEG-Based Emotion Recognition with Deep Convolutional Neural Networks (2018)Data Augmentation for EEG-Bas…Emotion Recognition based on EEG using LSTM Recurrent Neural Network (2017)Emotion Recognition based on …Facial Emotion Recognition Based on Biorthogonal Wavelet Entropy, Fuzzy Support Vector Machine, and Stratified Cross Validation (2016)Facial Emotion Recognition Ba…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…Feature Extraction and Selection for Emotion Recognition from EEG (2014)Feature Extraction and Select…Emotional state classification from EEG data using machine learning approach (2013)Emotional state classificatio…Differential entropy feature for EEG-based emotion classification (2013)Differential entropy feature …DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …Emotion Recognition from Spatio-Temporal Representation of EEG Signals via 3D-CNN with Ensemble Learning Techniques (2023)Emotion Recognition from Spat…Emotion Recognition Based on EEG Using Generative Adversarial Nets and Convolutional Neural Network (2021)Emotion Recognition Based on …Calibration free meta learning based approach for subject independent EEG emotion recognition (2021)Calibration free meta learnin…A Comparative Study of Window Size and Channel Arrangement on EEG-Emotion Recognition Using Deep CNN (2021)A Comparative Study of Window…A revised version of the psychoticism scale (1985)Personality and Individual Differences (1985)Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks (2018)EmotionMeter: A Multimodal Framework for Recognizing Human Emotions (2018)Emotion recognition in human-computer interaction (2001)Spatial–Temporal Recurrent Neural Network for Emotion Recognition (2018)A systematic review on affective computing: emotion models, databases, and recent advances (2022)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)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)The nature of emotion: Fundamental questions. (1994)EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)Comparing Recognition Performance and Robustness of Multimodal Deep Learning Models for Multimodal Emotion Recognition (2022)EEG Based Emotion Recognition: A Tutorial and Review (2022)CAP: community activity prediction based on big data analysis (2014)Intelligent facial emotion recognition based on stationary wavelet entropy and Jaya algorithm (2017)Facial expression recognition via ResNet-50 (2021)The James-Lange Theory of Emotions: A Critical Examination and an Alternative Theory (1927)Using Deep Convolutional Neural Network for Emotion Detection on a Physiological Signals Dataset (AMIGOS) (2018)EEG-based emotion recognition using an end-to-end regional-asymmetric convolutional neural network (2020)Emotion Recognition for Human-Robot Interaction: Recent Advances and Future Perspectives (2020)Emotions Recognition Using EEG Signals: A Survey (2017)Emotion Recognition From Multi-Channel EEG via Deep Forest (2020)EEG-Based Emotion Recognition in Music Listening (2010)Emotion recognition based on EEG feature maps through deep learning network (2021)Recognition of human emotions using EEG signals: A review (2021)Investigating EEG-based functional connectivity patterns for multimodal emotion recognition (2022)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)
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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
  • 2013Differential entropy feature for EEG-based emotion classification1,215 cited
  • 2014Feature Extraction and Selection for Emotion Recognition from EEG1,086 cited
  • 2013Emotional state classification from EEG data using machine learning approach757 cited
  • 2017Emotion Recognition based on EEG using LSTM Recurrent Neural Network653 cited
  • 2018Emotion Recognition from Multi-Channel EEG through Parallel Convolutional Recurrent Neural Network357 cited
  • 2016Emotion recognition from multi-channel EEG data through Convolutional Recurrent Neural Network307 cited
  • 2019Emotion Recognition from Multiband EEG Signals Using CapsNet287 cited
  • 2016Facial Emotion Recognition Based on Biorthogonal Wavelet Entropy, Fuzzy Support Vector Machine, and Stratified Cross Validation279 cited
  • 2019SAE+LSTM: A New Framework for Emotion Recognition From Multi-Channel EEG269 cited
  • 2018Data Augmentation for EEG-Based Emotion Recognition with Deep Convolutional Neural Networks256 cited
  • 2020Investigating the Use of Pretrained Convolutional Neural Network on Cross-Subject and Cross-Dataset EEG Emotion Recognition254 cited
  • 2018

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EEG-Based Emotion Recognition using 3D Convolutional Neural Networks
251 cited
  • 2019Accurate EEG-Based Emotion Recognition on Combined Features Using Deep Convolutional Neural Networks249 cited
  • 2018Electroencephalography Based Fusion Two-Dimensional (2D)-Convolution Neural Networks (CNN) Model for Emotion Recognition System206 cited
  • Cited by

    • 2021Emotion Recognition Based on EEG Using Generative Adversarial Nets and Convolutional Neural Network55 cited
    • 2023Emotion Recognition from Spatio-Temporal Representation of EEG Signals via 3D-CNN with Ensemble Learning Techniques55 cited
    • 2021A Comparative Study of Window Size and Channel Arrangement on EEG-Emotion Recognition Using Deep CNN52 cited
    • 2021Calibration free meta learning based approach for subject independent EEG emotion recognition47 cited