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Multimodal Hierarchical CNN Feature Fusion for Stress Detection
16 references·0 citing·46 second hopsampled
Multimodal Hierarchical CNN Feature Fusion for Stress Detection (2023)Multimodal Hierarchical CNN Feature Fusio…Stress Detection with Machine Learning and Deep Learning using Multimodal Physiological Data (2020)Stress Detection with Machine…Stress detection using ECG and EMG signals: A comprehensive study (2020)Stress detection using ECG an…Structures of Mood and Personality and Their Relevance to Assessing Anxiety, With an Emphasis on Self-Report (2019)Structures of Mood and Person…Pharmacological prevention and early treatment of post-traumatic stress disorder and acute stress disorder: a systematic review and meta-analysis (2019)Pharmacological prevention an…Feature Extraction and Selection for Emotion Recognition from Electrodermal Activity (2019)Feature Extraction and Select…Continuous Stress Detection Using Wearable Sensors in Real Life: Algorithmic Programming Contest Case Study (2019)Continuous Stress Detection U…CLAS: A Database for Cognitive Load, Affect and Stress Recognition (2019)CLAS: A Database for Cognitiv…Automatic driver stress level classification using multimodal deep learning (2019)Automatic driver stress level…A survey of machine learning techniques in physiology based mental stress detection systems (2019)A survey of machine learning …Emotion Based Music Recommendation System Using Wearable Physiological Sensors (2018)Emotion Based Music Recommend…A Review of Emotion Recognition Using Physiological Signals (2018)A Review of Emotion Recogniti…Multimodal Stress Detection from Multiple Assessments (2016)Multimodal Stress Detection f…Continuous stress detection using a wrist device (2016)Continuous stress detection u…ASCERTAIN: Emotion and Personality Recognition Using Commercial Sensors (2016)ASCERTAIN: Emotion and Person…DECAF: MEG-Based Multimodal Database for Decoding Affective Physiological Responses (2015)DECAF: MEG-Based Multimodal D…DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …A circumplex model of affect. (1980)Measuring emotion: The self-assessment manikin and the semantic differential (1994)Affective Computing (1997)Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild (2017)Emotion elicitation using films (1995)A Multimodal Database for Affect Recognition and Implicit Tagging (2011)Using Deep Convolutional Neural Network for Emotion Detection on a Physiological Signals Dataset (AMIGOS) (2018)A Review, Current Challenges, and Future Possibilities on Emotion Recognition Using Machine Learning and Physiological Signals (2019)EEG-Based Emotion Recognition: A State-of-the-Art Review of Current Trends and Opportunities (2020)THE WISDOM OF THE BODY (1932)Detecting Stress During Real-World Driving Tasks Using Physiological Sensors (2005)State‐Trait Anxiety Inventory (2010)Stress Detection in Working People (2017)Wearable-Based Affect Recognition—A Review (2019)Stress detection using deep neural networks (2020)Influence of extraversion and neuroticism on subjective well-being: Happy and unhappy people. (1980)The Extended Cohn-Kanade Dataset (CK+): A complete dataset for action unit and emotion-specified expression (2010)Self-Supervised ECG Representation Learning for Emotion Recognition (2020)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)Core affect and the psychological construction of emotion. (2003)International affective picture system (IAPS) : affective ratings of pictures and instruction manual (2005)A machine learning model for emotion recognition from physiological signals (2019)Emotion Recognition from Multimodal Physiological Signals for Emotion Aware Healthcare Systems (2020)LSTM-Based Emotion Detection Using Physiological Signals: IoT Framework for Healthcare and Distance Learning in COVID-19 (2020)II.—WHAT IS AN EMOTION ? (1884)The James-Lange Theory of Emotions: A Critical Examination and an Alternative Theory (1927)Facial emotion recognition using deep learning: review and insights (2020)Toward machine emotional intelligence: analysis of affective physiological state (2001)EEG Channel Correlation Based Model for Emotion Recognition (2021)Emotion Recognition From EEG Signal Focusing on Deep Learning and Shallow Learning Techniques (2021)A systematic survey on multimodal emotion recognition using learning algorithms (2023)Objective measures, sensors and computational techniques for stress recognition and classification: A survey (2012)cvxEDA: a Convex Optimization Approach to Electrodermal Activity Processing (2015)Detecting Moments of Stress from Measurements of Wearable Physiological Sensors (2019)Smart Devices and Wearable Technologies to Detect and Monitor Mental Health Conditions and Stress: A Systematic Review (2021)Generalizable machine learning for stress monitoring from wearable devices: A systematic literature review (2023)Review of the Psychometric Evidence of the Perceived Stress Scale (2012)Stress Recognition Using Wearable Sensors and Mobile Phones (2013)Stress Detection With Single PPG Sensor by Orchestrating Multiple Denoising and Peak-Detecting Methods (2021)Mental stress and safety awareness during human-robot collaboration - Review (2022)Review of Stress Detection Methods Using Wearable Sensors (2024)Emotion recognition based on physiological changes in music listening (2008)Introducing WESAD, a Multimodal Dataset for Wearable Stress and Affect Detection (2018)Stress Detection by Machine Learning and Wearable Sensors (2021)A Survey on Wearable Sensors for Mental Health Monitoring (2023)
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References

  • 2011DEAP: A Database for Emotion Analysis ;Using Physiological Signals5,082 cited
  • 2018A Review of Emotion Recognition Using Physiological Signals921 cited
  • 2016ASCERTAIN: Emotion and Personality Recognition Using Commercial Sensors538 cited
  • 2015DECAF: MEG-Based Multimodal Database for Decoding Affective Physiological Responses367 cited
  • 2019Continuous Stress Detection Using Wearable Sensors in Real Life: Algorithmic Programming Contest Case Study351 cited
  • 2020Stress Detection with Machine Learning and Deep Learning using Multimodal Physiological Data317 cited
  • 2018Emotion Based Music Recommendation System Using Wearable Physiological Sensors280 cited
  • 2019Feature Extraction and Selection for Emotion Recognition from Electrodermal Activity252 cited
  • 2016Continuous stress detection using a wrist device233 cited
  • 2020Stress detection using ECG and EMG signals: A comprehensive study214 cited
  • 2019A survey of machine learning techniques in physiology based mental stress detection systems208 cited
  • 2019Automatic driver stress level classification using multimodal deep learning189 cited
  • 2019Structures of Mood and Personality and Their Relevance to Assessing Anxiety, With an Emphasis on Self-Report135 cited
  • 2019CLAS: A Database for Cognitive Load, Affect and Stress Recognition

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131 cited
  • 2019Pharmacological prevention and early treatment of post-traumatic stress disorder and acute stress disorder: a systematic review and meta-analysis126 cited
  • 2016Multimodal Stress Detection from Multiple Assessments99 cited
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