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Towards Automated Pain Detection in Children Using Facial and Electrodermal Activity [chapter]

Xiaojing Xu, Büşra Tuğçe Susam, Hooman Nezamfar, Damaris Diaz, Kenneth D. Craig, Matthew S. Goodwin, Murat Akcakaya, Jeannie S. Huang, Virginia R. de Sa
2019 Lecture Notes in Computer Science  
Facial activity and electrodermal activity (EDA) provide rich information about pain, and both have been used in automated pain detection.  ...  Accurately determining pain levels in children is difficult, even for trained professionals and parents.  ...  In previous work, features extracted from facial action units (AUs) and EDA signals have both been used to automatically detect pain events using machine learning methods [3] [4] [5] [6] .  ... 
doi:10.1007/978-3-030-12738-1_13 fatcat:i6wznzy3trbkzefb5qq6qfkezi

Towards Automated Pain Detection in Children using Facial and Electrodermal Activity

Xiaojing Xu, Büsra Tuğce Susam, Hooman Nezamfar, Damaris Diaz, Kenneth D Craig, Matthew S Goodwin, Murat Akcakaya, Jeannie S Huang, R de Sa Virginia
2018 CEUR Workshop Proceedings  
Facial activity and electro- dermal activity (EDA) provide rich information about pain, and both have been used in automated pain detection.  ...  Accurately determining pain levels in children is difficult, even for trained professionals and parents.  ...  Acknowledgments This work was supported by National Institutes of Health National Institute of Nursing Research grant R01 NR013500 and NSF IIS 1528214.  ... 
pmid:30713486 pmcid:PMC6352962 fatcat:rprw5qiddfakjpualef5cevliu

Facial Expression Analysis for Estimating Pain in Clinical Settings

Karan Sikka
2014 Proceedings of the 16th International Conference on Multimodal Interaction - ICMI '14  
We propose to use facial expression information to accomplish current goals since previous studies have demonstrated consistency between facial behavior and experienced pain.  ...  Our focus is towards designing robust computer vision models for estimating pain in videos containing patient's facial behavior.  ...  We propose to use facial expression information to objectify the process of both detecting and measuring pain intensity in clinical settings.  ... 
doi:10.1145/2663204.2666282 dblp:conf/icmi/Sikka14 fatcat:4lbhxqxjcza2dbtycvyi22vj5e

What Could a Body Tell a Social Robot that It Does Not Know?

Dennis Küster, Arvid Kappas
2014 Proceedings of the International Conference on Physiological Computing Systems  
They not only follow goals to exchange information, but modulate the interaction based on nonverbal cues, knowledge about situational context, and person information in real time.  ...  Humans are extremely efficient in interacting with each other.  ...  The recording of facial activity may be a good example here because recent advances in technology have been paving the way for fully automated facebased affect detection (Calvo and D'Mello, 2010) .  ... 
doi:10.5220/0004892503580367 dblp:conf/phycs/KusterK14 fatcat:parjapc7szhntbfm5mwqnn3hqm

Scope of physiological and behavioural pain assessment techniques in children – a review

Saranya Devi Subramaniam, Brindha Doss, Lakshmi Deepika Chanderasekar, Aswini Madhavan, Antony Merlin Rosary
2018 Healthcare technology letters  
Pain is an unpleasant subjective experience. At present, clinicians are using self-report or pain scales to recognise and monitor pain in children.  ...  In this review, some good indicators of pain in children are explained in detail; they are facial expressions from an RGB image, thermal image and also feature from well proven physiological signals such  ...  [22] provides the information on detecting the facial expressions using the wire frame model and active appearance model (AAM). Research by Mansor et al.  ... 
doi:10.1049/htl.2017.0108 pmid:30155264 pmcid:PMC6103781 fatcat:z7cdizvs2ncs5jgdjjsy6uzzby

Sensing Technologies for Autism Spectrum Disorder Screening and Intervention

John-John Cabibihan, Hifza Javed, Mohammed Aldosari, Thomas Frazier, Haitham Elbashir
2016 Sensors  
In this paper, we survey the literatures on sensing technologies for ASD and we categorize them into eye trackers, movement trackers, electrodermal activity monitors, tactile sensors, vocal prosody and  ...  Early and intensive interventions have been shown to improve the developmental trajectory of the affected children.  ...  danger during aggressive or self-harming behaviors • Electrodermal activity cannot determine emotion valency Tactile sensors To simulate touch and hugs, and to induce controlled pain (for  ... 
doi:10.3390/s17010046 pmid:28036004 pmcid:PMC5298619 fatcat:whexikw6pbgkpnbul4gpptvjse

Mobile devices for the remote acquisition of physiological and behavioral biomarkers in psychiatric clinical research

Zachary W. Adams, Erin A. McClure, Kevin M. Gray, Carla Kmett Danielson, Frank A. Treiber, Kenneth J. Ruggiero
2017 Journal of Psychiatric Research  
This review provides an overview on the state of this emerging field and describes examples from the literature where mHealth tools have been used to measure a wide array of biomarkers in the context of  ...  in naturalistic settings.  ...  For example, a multisensor wristband designed to collect continuous electrodermal activity, skin temperature, and acceleration has been evaluated in detection of intravenous drug use in an emergency department  ... 
doi:10.1016/j.jpsychires.2016.10.019 pmid:27814455 pmcid:PMC5191962 fatcat:ukbwnx3rdfbevitexs4hgcj23e

How Can AI Recognize Pain and Express Empathy [article]

Siqi Cao, Di Fu, Xu Yang, Pablo Barros, Stefan Wermter, Xun Liu, Haiyan Wu
2021 arXiv   pre-print
The current drive for automated pain recognition is motivated by a growing number of healthcare requirements and demands for social interaction make it increasingly essential.  ...  Sensory and emotional experiences such as pain and empathy are relevant to mental and physical health.  ...  Electrodermal Activity (EDA) (i.e., monitoring ICU patients) [105] , [38] .  ... 
arXiv:2110.04249v1 fatcat:f6gvjacowfafnfybb2mgoip2ni

Sensor Technologies to Manage the Physiological Traits of Chronic Pain: A Review

David Naranjo-Hernández, Javier Reina-Tosina, Laura M. Roa
2020 Sensors  
daily activity monitoring or facial expressions, which can be acquired with diverse sensor technologies and multisensory approaches.  ...  The space of available technologies and resources aimed at pain assessment represent a diversified set of alternatives that can be exploited to address the multidimensional nature of pain.  ...  The system described in [279] proposes a multisensory approach (accelerometry, photoplethysmography (PPG), body temperature and electrodermal activity) to detect a migraine event in a previous state  ... 
doi:10.3390/s20020365 pmid:31936420 pmcid:PMC7014460 fatcat:u74tfa6kf5h7lllurwrfpvavrq

An Observational Study With the Janssen Autism Knowledge Engine (JAKE®) in Individuals With Autism Spectrum Disorder

Seth L. Ness, Abigail Bangerter, Nikolay V. Manyakov, David Lewin, Matthew Boice, Andrew Skalkin, Shyla Jagannatha, Meenakshi Chatterjee, Geraldine Dawson, Matthew S. Goodwin, Robert Hendren, Bennett Leventhal (+8 others)
2019 Frontiers in Neuroscience  
JAKE Sense included electroencephalography, eye tracking, electrocardiography, electrodermal activity, facial affect analysis, and actigraphy.  ...  Methods: An observational, non-interventional, prospective study of JAKE in children and adults with ASD was conducted at nine sites in the United States.  ...  The funder was not involved in the study design or collection, analysis, or interpretation of the data.  ... 
doi:10.3389/fnins.2019.00111 pmid:30872988 pmcid:PMC6402449 fatcat:35as3fegq5dnned2z5pena5fky

Thermal Infrared Imaging-Based Affective Computing and Its Application to Facilitate Human Robot Interaction: A Review

Chiara Filippini, David Perpetuini, Daniela Cardone, Antonio Maria Chiarelli, Arcangelo Merla
2020 Applied Sciences  
In fact, humans have not yet learned to use this channel when communicating with a robotic technology.  ...  Most robotics applications primarily use visual information for emotion recognition, which is often based on facial expressions.  ...  Physiological parameters such as heart rate, skin temperature, and electrodermal activity are very simple to acquire and analyze.  ... 
doi:10.3390/app10082924 fatcat:2okat3khpvgmbkgb5k57dw4nh4

Moulding student emotions through computational psychology: affective learning technologies and algorithmic governance

Ben Williamson
2017 Educational Media International  
As the field of science and technology studies (STS) has demonstrated, technologies are produced, deployed, configured and used in specific social and political contexts (Gillespie, Boczkowski & Hood 2014  ...  effects-such as new ways of doing things, new forms of social and economic relations, new modes of cultural activity, and new ways of exchanging information and producing knowledge (Kitchin & Dodge 2011  ...  Invisible images are actively watching us, poking and prodding, guiding our movements, inflicting pain and inducing pleasure.  ... 
doi:10.1080/09523987.2017.1407080 fatcat:c6kldetim5afll27gxvwtvhi3i

Towards Mindless Stress Regulation in Advanced Driver Assistance Systems: A Systematic Review

Adolphe J. Béquet, Antonio R. Hidalgo-Muñoz, Christophe Jallais
2020 Frontiers in Psychology  
While stress detection in this context is well developed, regulation using dedicated advanced driver-assistance systems (ADAS) is still emergent.Objectives: This systematic review focuses on stress regulation  ...  be applied in driving.Methods: A systematic review was conducted using search operators previously identified through a concept analysis.  ...  We would also like to express our gratitude to Benjamin and Joshua Quick who assisted in the English-language correction of the manuscript.  ... 
doi:10.3389/fpsyg.2020.609124 pmid:33424721 pmcid:PMC7786307 fatcat:xunksx5kznh25duudwqybb4nfy

Hybrid System of Emotion Evaluation in Physiotherapeutic Procedures

Patrycja Romaniszyn-Kania, Anita Pollak, Marta Danch-Wierzchowska, Damian Kania, Andrzej P. Myśliwiec, Ewa Piętka, Andrzej W. Mitas
2020 Sensors  
The presented research protocol was based on the acquisition of the electrodermal activity signal using the Empatica E4 device during three exercises performed in a prototype Disc4Spine system and using  ...  The sympathetic nervous system controls emotions, while its function is directly reflected by the electrodermal activity (EDA) signal.  ...  The study was conducted in accordance with the Declaration of Helsinki, and the protocol was approved by the Bioethics Committee of the Jerzy Kukuczka Academy of Physical Education in Katowice (No. 3/2019  ... 
doi:10.3390/s20216343 pmid:33172146 pmcid:PMC7664429 fatcat:xqgnuuhwnbeqda2vpecfqv47yi

Emotional machines: The next revolution

Valentina Franzoni, Alfredo Milani, Daniele Nardi, Jordi Vallverdú, Valentina Franzoni, Alfredo Milani, Daniele Nardi, Jordi Vallverdú
2019 Web Intelligence: an international journal  
, myoelectrical and electrodermal activity, heartbeat, blood pressure).  ...  The inclusion of other non-verbalised features strongly rely on image analysis for detecting facial macro/micro expressions [45] , and video analysis for dynamic aspects of facial expressions, gestures  ... 
doi:10.3233/web-190395 fatcat:qxucuussiveh7mskklrmwtnlgu
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