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Light-weight residual convolution-based capsule network for EEG emotion recognition
16 references·1 citing·40 second hopsampled
Light-weight residual convolution-based capsule network for EEG emotion recognition (2024)Light-weight residual convolution-based c…TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition (2022)TSception: Capturing Temporal…EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)EEG-Based Emotion Recognition…EEG emotion recognition using fusion model of graph convolutional neural networks and LSTM (2020)EEG emotion recognition using…Emotion Recognition from Multiband EEG Signals Using CapsNet (2019)Emotion Recognition from Mult…Emotion Recognition from Multi-Channel EEG through Parallel Convolutional Recurrent Neural Network (2018)Emotion Recognition from Mult…EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks (2018)EEG Emotion Recognition Using…Review and Classification of Emotion Recognition Based on EEG Brain-Computer Interface System Research: A Systematic Review (2017)Review and Classification of …Emotions Recognition Using EEG Signals: A Survey (2017)Emotions Recognition Using EE…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…Emotional state classification from EEG data using machine learning approach (2013)Emotional state classificatio…Affective Body Expression Perception and Recognition: A Survey (2012)Affective Body Expression Per…Multimodal Emotion Recognition in Response to Videos (2011)Multimodal Emotion Recognitio…ECG Pattern Analysis for Emotion Detection (2011)ECG Pattern Analysis for Emot…DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …EMOTION IN SPEECH: RECOGNITION AND APPLICATION TO CALL CENTERS (1999)EMOTION IN SPEECH: RECOGNITIO…An argument for basic emotions (1992)An argument for basic emotionsCENN: Capsule-enhanced neural network with innovative metrics for robust speech emotion recognition (2024)CENN: Capsule-enhanced neural…The expression of the emotions in man and animals. (1872)Nebraska Symposium on Motivation: 1955 (1957)Emotion And Adaptation (1991)The Emerging Field of Emotion Regulation: An Integrative Review (1998)Well-being : the foundations of hedonic psychology (1999)Handbook of Positive Psychology (2001)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)Hand and mind: what gestures reveal about thought (1993)Core affect and the psychological construction of emotion. (2003)Categorical and dimensional affect analysis in continuous input: Current trends and future directions (2012)Survey on Emotional Body Gesture Recognition (2018)An Efficient LSTM Network for Emotion Recognition From Multichannel EEG Signals (2020)Toward machine emotional intelligence: analysis of affective physiological state (2001)Emotion recognition based on physiological changes in music listening (2008)Emotion recognition using wireless signals (2016)Recognition of emotions using multimodal physiological signals and an ensemble deep learning model (2016)Self-Supervised ECG Representation Learning for Emotion Recognition (2020)The nature of emotion: Fundamental questions. (1994)Comparing Recognition Performance and Robustness of Multimodal Deep Learning Models for Multimodal Emotion Recognition (2022)EEG Based Emotion Recognition: A Tutorial and Review (2022)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)The Cognitive Structure of Emotions (1988)A Review and Meta-Analysis of Multimodal Affect Detection Systems (2015)Analysis of EEG Signals and Facial Expressions for Continuous Emotion Detection (2015)Human Emotion Recognition: Review of Sensors and Methods (2020)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 in human-computer interaction (2001)Mechanism Design via Differential Privacy (2007)Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)A Review of Emotion Recognition Using Physiological Signals (2018)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)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

  • 1992An argument for basic emotions9,642 cited
  • 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 Devices1,130 cited
  • 2013Emotional state classification from EEG data using machine learning approach757 cited
  • 2011Multimodal Emotion Recognition in Response to Videos723 cited
  • 2012Affective Body Expression Perception and Recognition: A Survey609 cited
  • 2020EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention588 cited
  • 2011ECG Pattern Analysis for Emotion Detection476 cited
  • 2020EEG emotion recognition using fusion model of graph convolutional neural networks and LSTM468 cited
  • 2022TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition440 cited
  • 2018Emotion Recognition from Multi-Channel EEG through Parallel Convolutional Recurrent Neural Network357 cited
  • 2017Review and Classification of Emotion Recognition Based on EEG Brain-Computer Interface System Research: A Systematic Review301 cited

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  • 2019Emotion Recognition from Multiband EEG Signals Using CapsNet287 cited
  • 1999EMOTION IN SPEECH: RECOGNITION AND APPLICATION TO CALL CENTERS276 cited
  • Cited by

    • 2024CENN: Capsule-enhanced neural network with innovative metrics for robust speech emotion recognition58 cited