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Survey on Pain Detection Using Machine Learning Models: Narrative Review
16 references·0 citing·43 second hop
Survey on Pain Detection Using Machine Learning Models: Narrative Review (2024)Survey on Pain Detection Using Machine Le…NeuroKit2: A Python toolbox for neurophysiological signal processing (2021)NeuroKit2: A Python toolbox f…A Review of Emotion Recognition Using Physiological Signals (2018)A Review of Emotion Recogniti…Training deep networks for facial expression recognition with crowd-sourced label distribution (2016)Training deep networks for fa…Multimodal Spontaneous Emotion Corpus for Human Behavior Analysis (2016)Multimodal Spontaneous Emotio…The Automatic Detection of Chronic Pain-Related Expression: Requirements, Challenges and the Multimodal EmoPain Dataset (2015)The Automatic Detection of Ch…The biovid heat pain database data for the advancement and systematic validation of an automated pain recognition system (2013)The biovid heat pain database…Continuous Pain Intensity Estimation from Facial Expressions (2012)Continuous Pain Intensity Est…Automatic detection of pain intensity (2012)Automatic detection of pain i…Painful data: The UNBC-McMaster shoulder pain expression archive database (2011)Painful data: The UNBC-McMast…Automatically Detecting Pain in Video Through Facial Action Units (2010)Automatically Detecting Pain …Measuring complexity using FuzzyEn, ApEn, and SampEn (2008)Measuring complexity using Fu…Facial expression of pain: An evolutionary account (2002)Facial expression of pain: An…Approximate entropy as a measure of system complexity. (1991)Approximate entropy as a meas…Clinical applications of visual analogue scales: a critical review (1988)Clinical applications of visu…Fuzzy entropy and conditioning (1986)Fuzzy entropy and conditioningFacial Action Coding System (1978)Facial Action Coding SystemFuzzy sets (1965)A definition of a nonprobabilistic entropy in the setting of fuzzy sets theory (1972)Entropy for intuitionistic fuzzy sets (2001)Driver Drowsiness Classification Using Fuzzy Wavelet-Packet-Based Feature-Extraction Algorithm (2010)On similarity and entropy of neutrosophic sets (2014)Fuzzy sets (1996)Analysis of complex time series using refined composite multiscale entropy (2014)The Multiscale Entropy Algorithm and Its Variants: A Review (2015)Refined multiscale fuzzy entropy based on standard deviation for biomedical signal analysis (2017)Psychological Testing (1982)A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions (2008)EmotioNet: An Accurate, Real-Time Algorithm for the Automatic Annotation of a Million Facial Expressions in the Wild (2016)Deep Affect Prediction in-the-Wild: Aff-Wild Database and Challenge, Deep Architectures, and Beyond (2019)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)The expression of the emotions in man and animals. (1872)The Evolution of Reciprocal Altruism (1971)The Selfish Gene (1976)The Functional Architecture of Human Empathy (2004)Updating the definition of pain (2016)A RATING SCALE FOR DEPRESSION (1960)An Inventory for Measuring Depression (1961)Manual for the State-Trait Anxiety Inventory (1970)Quality-of-Life Assessment: Can We Keep It Simple? (1992)Connecting with Learning: Motivation, Affect and Cognition in Interest Processes (2006)“My Questionnaire is Too Long!” The assessments of motivational-affective constructs with three-item and single-item measures (2014)CREMA-D: Crowd-Sourced Emotional Multimodal Actors Dataset (2014)What you Feel, Is what you like Influence of Message Appeals on Customer Engagement on Instagram (2019)Region Attention Networks for Pose and Occlusion Robust Facial Expression Recognition (2020)Suppressing Uncertainties for Large-Scale Facial Expression Recognition (2020)II.—WHAT IS AN EMOTION ? (1884)The James-Lange Theory of Emotions: A Critical Examination and an Alternative Theory (1927)DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)A Review, Current Challenges, and Future Possibilities on Emotion Recognition Using Machine Learning and Physiological Signals (2019)Facial emotion recognition using deep learning: review and insights (2020)Estimating the reproducibility of psychological science (2015)Jupyter Notebooks – a publishing format for reproducible computational workflows (2016)A Transformer Architecture for Stress Detection from ECG (2021)Classification of Drivers' Workload Using Physiological Signals in Conditional Automation (2021)Depression Recognition Using Remote Photoplethysmography From Facial Videos (2023)Cues to deception. (2003)The Prosocial Classroom: Teacher Social and Emotional Competence in Relation to Student and Classroom Outcomes (2008)Electroencephalogram and electrocardiograph assessment of mental fatigue in a driving simulator (2011)Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review (2020)
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References

  • 1978Facial Action Coding System6,011 cited
  • 1991Approximate entropy as a measure of system complexity.5,889 cited
  • 1988Clinical applications of visual analogue scales: a critical review2,111 cited
  • 2021NeuroKit2: A Python toolbox for neurophysiological signal processing1,412 cited
  • 2016Training deep networks for facial expression recognition with crowd-sourced label distribution925 cited
  • 2018A Review of Emotion Recognition Using Physiological Signals921 cited
  • 2008Measuring complexity using FuzzyEn, ApEn, and SampEn725 cited
  • 1986Fuzzy entropy and conditioning622 cited
  • 2011Painful data: The UNBC-McMaster shoulder pain expression archive database617 cited
  • 2002Facial expression of pain: An evolutionary account610 cited
  • 2016Multimodal Spontaneous Emotion Corpus for Human Behavior Analysis436 cited
  • 2013The biovid heat pain database data for the advancement and systematic validation of an automated pain recognition system288 cited
  • 2010Automatically Detecting Pain in Video Through Facial Action Units268 cited
  • 2012Continuous Pain Intensity Estimation from Facial Expressions249 cited
  • 2015The Automatic Detection of Chronic Pain-Related Expression: Requirements, Challenges and the Multimodal EmoPain Dataset

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220 cited
  • 2012Automatic detection of pain intensity185 cited
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