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Driver Emotion Recognition With a Hybrid Attentional Multimodal Fusion Framework
16 references·0 citing·36 second hopsampled
Driver Emotion Recognition With a Hybrid Attentional Multimodal Fusion Framework (2023)Driver Emotion Recognition With a Hybrid …Driver stress detection via multimodal fusion using attention-based CNN-LSTM (2021)Driver stress detection via m…Human Emotion Recognition: Review of Sensors and Methods (2020)Human Emotion Recognition: Re…EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)EEG-Based Emotion Recognition…Driver Emotion Recognition for Intelligent Vehicles (2020)Driver Emotion Recognition fo…MPED: A Multi-Modal Physiological Emotion Database for Discrete Emotion Recognition (2019)MPED: A Multi-Modal Physiolog…Automatic driver stress level classification using multimodal deep learning (2019)Automatic driver stress level…Electroencephalography Based Fusion Two-Dimensional (2D)-Convolution Neural Networks (CNN) Model for Emotion Recognition System (2018)Electroencephalography Based …Human Emotion Recognition with Electroencephalographic Multidimensional Features by Hybrid Deep Neural Networks (2017)Human Emotion Recognition wit…Evolutionary computation algorithms for feature selection of EEG-based emotion recognition using mobile sensors (2017)Evolutionary computation algo…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…Detecting emotional stress from facial expressions for driving safety (2014)Detecting emotional stress fr…Multimodal Emotion Recognition in Response to Videos (2011)Multimodal Emotion Recognitio…DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …Detecting Stress During Real-World Driving Tasks Using Physiological Sensors (2005)Detecting Stress During Real-…Measuring emotion: The self-assessment manikin and the semantic differential (1994)Measuring emotion: The self-a…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)A circumplex model of affect. (1980)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)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)The nature and measurement of meaning. (1952)The Measurement of Meaning (1957)The Ryerson Audio-Visual Database of Emotional Speech and Song (RAVDESS): A dynamic, multimodal set of facial and vocal expressions in North American English (2018)Coefficient Alpha and the Internal Structure of Tests (1951)Inferring psychological significance from physiological signals. (1990)Toward machine emotional intelligence: analysis of affective physiological state (2001)Introducing WESAD, a Multimodal Dataset for Wearable Stress and Affect Detection (2018)Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review (2020)Facial Action Coding System (1978)Emotion recognition based on EEG feature maps through deep learning network (2021)Emotion Recognition for Everyday Life Using Physiological Signals From Wearables: A Systematic Literature Review (2022)Emotion recognition from unimodal to multimodal analysis: A review (2023)A systematic review on affective computing: emotion models, databases, and recent advances (2022)Electrocardiogram-Based Emotion Recognition Systems and Their Applications in Healthcare—A Review (2021)GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition (2022)Emotion recognition in EEG signals using deep learning methods: A review (2023)Intelligent In‐Vehicle Interaction Technologies (2021)Multimodal Emotion Recognition on RAVDESS Dataset Using Transfer Learning (2021)Toward human-vehicle collaboration: Review and perspectives on human-centered collaborative automated driving (2021)Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition (2022)EEG Based Emotion Recognition: A Tutorial and Review (2022)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)
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References

  • 1994Measuring emotion: The self-assessment manikin and the semantic differential9,531 cited
  • 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
  • 2005Detecting Stress During Real-World Driving Tasks Using Physiological Sensors2,205 cited
  • 2017DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices1,130 cited
  • 2011Multimodal Emotion Recognition in Response to Videos723 cited
  • 2020EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention588 cited
  • 2020Human Emotion Recognition: Review of Sensors and Methods586 cited
  • 2019MPED: A Multi-Modal Physiological Emotion Database for Discrete Emotion Recognition339 cited
  • 2020Driver Emotion Recognition for Intelligent Vehicles243 cited
  • 2017Evolutionary computation algorithms for feature selection of EEG-based emotion recognition using mobile sensors233 cited
  • 2018Electroencephalography Based Fusion Two-Dimensional (2D)-Convolution Neural Networks (CNN) Model for Emotion Recognition System206 cited
  • 2021Driver stress detection via multimodal fusion using attention-based CNN-LSTM199 cited
  • 2014Detecting emotional stress from facial expressions for driving safety

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196 cited
  • 2019Automatic driver stress level classification using multimodal deep learning189 cited
  • 2017Human Emotion Recognition with Electroencephalographic Multidimensional Features by Hybrid Deep Neural Networks186 cited
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