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Automated Pain Detection in Facial Videos of Children Using Human-Assisted Transfer Learning [chapter]

Xiaojing Xu, Kenneth D. Craig, Damaris Diaz, Matthew S. Goodwin, Murat Akcakaya, Büşra Tuğçe Susam, Jeannie S. Huang, Virginia R. de Sa
<span title="">2019</span> <i title="Springer International Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
To improve classification performance in the current work, we applied transfer learning by training another machine learning model to map automated AU codings to a subspace of manual AU codings to enable  ...  However, application of pain/no-pain classifiers based on automated AU codings across different environmental domains resulted in diminished performance.  ...  Many thanks to Ryley Unrau for manual FACS coding and Karan Sikka for sharing his code and ideas used in [5] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-030-12738-1_12">doi:10.1007/978-3-030-12738-1_12</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zx7xgib7cfap7acxjd55zatoxm">fatcat:zx7xgib7cfap7acxjd55zatoxm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190530023213/http://ceur-ws.org/Vol-2142/paper1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/3b/b3/3bb37df01d057dc34bb18e10f196ba6699f0815f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-030-12738-1_12"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Automated Face Analysis for Affective Computing [chapter]

Rafael Calvo, Sidney D'Mello, Jonathan Gratch, Arvid Kappas, Jeffrey F. Cohn, Fernando De La Torre
<span title="2015-01-01">2015</span> <i title="Oxford University Press"> The Oxford Handbook of Affective Computing </i> &nbsp;
Automated Face Analysis (AFA) for detection, synthesis, and understanding of facial expression is a vital focus of basic research.  ...  action unit and intensity detection, physical pain, psychological distress and depression, detection of deception, interpersonal coordination, expression transfer, and other applications.  ...  Acknowledgements Research reported in this chapter was supported in part by the National Institutes of Health (NIH) under Award Number MHR01MH096951 and by the US Army Research Laboratory (ARL) under the  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1093/oxfordhb/9780199942237.013.020">doi:10.1093/oxfordhb/9780199942237.013.020</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qrhzadx6y5bxzjo6nnfshhwoze">fatcat:qrhzadx6y5bxzjo6nnfshhwoze</a> </span>
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Analysis of Facial Information for Healthcare Applications: A Survey on Computer Vision-Based Approaches

Marco Leo, Pierluigi Carcagnì, Pier Luigi Mazzeo, Paolo Spagnolo, Dario Cazzato, Cosimo Distante
<span title="2020-02-26">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/dmr4kpn2yreovpdxpdiqtjcrnu" style="color: black;">Information</a> </i> &nbsp;
This paper gives an overview of the cutting-edge approaches that perform facial cue analysis in the healthcare area.  ...  A research taxonomy is introduced by dividing the face in its main features: eyes, mouth, muscles, skin, and shape.  ...  Automated detection of pain would be highly beneficial for efficient and practical pain monitoring.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/info11030128">doi:10.3390/info11030128</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/yx7izg2jlvhsjpppf6ektkmlye">fatcat:yx7izg2jlvhsjpppf6ektkmlye</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200328163029/https://res.mdpi.com/d_attachment/information/information-11-00128/article_deploy/information-11-00128-v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/4f/c9/4fc960fcf9311e6011d5a49cacb5a2ac31bac223.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/info11030128"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Computer vision in autism spectrum disorder research: a systematic review of published studies from 2009 to 2019

Ryan Anthony J. de Belen, Tomasz Bednarz, Arcot Sowmya, Dennis Del Favero
<span title="2020-09-30">2020</span> <i title="Springer Science and Business Media LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/eramt72k3vanfg544z3nw4zrsu" style="color: black;">Translational Psychiatry</a> </i> &nbsp;
The primary objective of this systematic review is to examine how computer vision analysis has been useful in ASD diagnosis, therapy and autism research in general.  ...  The findings in this review suggest that computer vision analysis is useful for the quantification of behavioural/biological markers which can further lead to a more objective analysis in autism research  ...  For example, computer vision-based facial analysis can be used to monitor vascular pulse, assess pain, detect facial paralysis, diagnose psychiatric disorders and even distinguish ASD individuals from  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1038/s41398-020-01015-w">doi:10.1038/s41398-020-01015-w</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/32999273">pmid:32999273</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7sfld3ry2baznav5c7ztwxhxkq">fatcat:7sfld3ry2baznav5c7ztwxhxkq</a> </span>
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How Can AI Recognize Pain and Express Empathy [article]

Siqi Cao, Di Fu, Xu Yang, Pablo Barros, Stefan Wermter, Xun Liu, Haiyan Wu
<span title="2021-10-08">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
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.  ...  Finally, we identify possible future implementations of artificial empathy and analyze how humans might benefit from an AI agent equipped with empathy.  ...  A recent study has shown that the combination of CNN and LSTM successfully detects facial expressions associated with pain in a video sequence.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2110.04249v1">arXiv:2110.04249v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/f6gvjacowfafnfybb2mgoip2ni">fatcat:f6gvjacowfafnfybb2mgoip2ni</a> </span>
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2020 Index IEEE Transactions on Affective Computing Vol. 11

<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/4bxbdgkmy5ea3prtrfsep6ycym" style="color: black;">IEEE Transactions on Affective Computing</a> </i> &nbsp;
-that appeared in this periodical during 2020, and items from previous years that were commented upon or corrected in 2020.  ...  The primary entry includes the coauthors' names, the title of the paper or other item, and its location, specified by the publication abbreviation, year, month, and inclusive pagination.  ...  -Dec. 2020 669-683 M Machine learning Automatic Recognition of Children Engagement from Facial Video Using 707 Look! It's Moving! Is It Alive?  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/taffc.2021.3055662">doi:10.1109/taffc.2021.3055662</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/het65admgnbbvn4fdzdgmftuqu">fatcat:het65admgnbbvn4fdzdgmftuqu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210717053933/https://ieeexplore.ieee.org/ielx7/5165369/9364368/09364369.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/00/dd/00dddbe726ceaad879c8741d924149a513737c04.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/taffc.2021.3055662"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Pain Intensity Estimation from Mobile Video Using 2D and 3D Facial Keypoints [article]

Matthew Lee, Lyndon Kennedy, Andreas Girgensohn, Lynn Wilcox, John Song En Lee, Chin Wen Tan, Ban Leong Sng
<span title="2020-06-17">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
model that uses multiple instance learning to overcome inherent limitations in facial keypoint sequences, and the preliminary results of the pain estimation model using 2D and 3D features with comparisons  ...  In this paper, we introduce an approach that analyzes 2D and 3D facial keypoints of post-surgical patients to estimate their pain intensity level.  ...  [29] and the second using Multi-instance Learning (MIL) to overcome the sparseness of facial expressiveness in pain videos.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2006.12246v1">arXiv:2006.12246v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/usdisavbgvdk7nl72xbbsq32me">fatcat:usdisavbgvdk7nl72xbbsq32me</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200702073207/https://arxiv.org/pdf/2006.12246v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c0/5a/c05ad226c97dd63026f79eec0627b194ee220149.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2006.12246v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Soft computing and intelligent systems: techniques and applications

Sabu M. Thampi, El-Sayed M. El-Alfy
<span title="2019-01-30">2019</span> <i title="IOS Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/5232pusig5eapbukawp5py2bk4" style="color: black;">Journal of Intelligent &amp; Fuzzy Systems</a> </i> &nbsp;
It can be used to assist beginners in computer vision to gain understanding of the object detection problem.  ...  In [10] , facial expres-sions of children are analyzed in order to identify those who may fall under autistic characteristic in the near future.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3233/jifs-169905">doi:10.3233/jifs-169905</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/nktxom4rmvce3lulfrxf6gcxie">fatcat:nktxom4rmvce3lulfrxf6gcxie</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190426161529/https://content.iospress.com/download/journal-of-intelligent-and-fuzzy-systems/ifs169905?id=journal-of-intelligent-and-fuzzy-systems%2Fifs169905" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/e7/f2/e7f2e6f731b86be71175e08bcc1d8dffca0eb13a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3233/jifs-169905"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Visual analysis of faces with application in biometrics, forensics and health informatics [article]

Mohammad Ahsanul Haque
<span title="">2016</span> <i title="Aalborg University Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/lohbcgndfjaodpeibekjcuyufu" style="color: black;">Ph.d.-serien for Det Teknisk-Naturvidenskabelige Fakultet, Aalborg Universitet</a> </i> &nbsp;
In addition to these features head pose and yawning behavior in facial video is used in [5] . A review of facial video based fatigue detection methods can be found in [2] .  ...  In general, human facial expression can express emotion, intension, cognitive processes, pain level, and other inter-or intrapersonal meanings .  ...  Promising experimental results on a public database have shown that utilizing these signals can improve the accuracy of spoofing detection in a face recognition system.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5278/vbn.phd.engsci.00104">doi:10.5278/vbn.phd.engsci.00104</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/445elv6ftfcw3lhg7svwqx3ifu">fatcat:445elv6ftfcw3lhg7svwqx3ifu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20181101222242/http://vbn.aau.dk/files/240987673/PHD_Mohammad_Ahsanul_Haque_E_pdf.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/df/2d/df2d56f217167d567d76c9c8f06667bda8e62173.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5278/vbn.phd.engsci.00104"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Automatic detection of pain intensity

Zakia Hammal, Jeffrey F. Cohn
<span title="">2012</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/7n7fy4pqdbc4xcakjv25uibz4e" style="color: black;">Proceedings of the 14th ACM international conference on Multimodal interaction - ICMI &#39;12</a> </i> &nbsp;
Previous efforts suggest that occurrence of pain can be detected from the face. Can intensity of pain be detected as well?  ...  From the video recordings, canonical normalized appearance of the face (CAPP) was extracted using active appearance modeling.  ...  Further, self-report cannot be used with children or patients with certain neurological impairments, dementia, or those in transient states of consciousness or requiring breathing assistance [1] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2388676.2388688">doi:10.1145/2388676.2388688</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/32724903">pmid:32724903</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC7385931/">pmcid:PMC7385931</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/icmi/HammalC12.html">dblp:conf/icmi/HammalC12</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6g3utoqjyzaqhapmsmzyqxbzhm">fatcat:6g3utoqjyzaqhapmsmzyqxbzhm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20130108033055/http://www.pitt.edu/~jeffcohn/biblio/ICMI2012.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/1c/40/1c408790a7bc5cc8b0c2e23668ad326d0ccbebd4.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2388676.2388688"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7385931" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

The Role of Social Movements, Coalitions, and Workers in Resisting Harmful Artificial Intelligence and Contributing to the Development of Responsible AI [article]

Susan von Struensee
<span title="2021-07-11">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Perhaps one of the greatest contributions of AI will be to make us ultimately understand how important human wisdom truly is in life on earth.  ...  There are biased, wrongful, and disturbing assumptions embedded in AI algorithms that could get locked in without intervention. Our best human judgment is needed to contain AI's harmful impact.  ...  AI is used in cities for public safety and traffic organization purposes 776 ; in hospitals, through applications in devices that assist doctors in detecting diseases 777 ; in education, with the use  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2107.14052v1">arXiv:2107.14052v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/etqo64ksjzaihmt4kr7b6auxiu">fatcat:etqo64ksjzaihmt4kr7b6auxiu</a> </span>
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Can autism be catered with artificial intelligence-assisted intervention technology? A comprehensive survey

Muhammad Shoaib Jaliaawala, Rizwan Ahmed Khan
<span title="2019-02-02">2019</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/srtrvzrec5a3fmhgvgc3676jlu" style="color: black;">Artificial Intelligence Review</a> </i> &nbsp;
The research over the past decade has provided enough demonstrations that individuals with ASD have a strong interest in technology based interventions, which are useful in both, clinical settings as well  ...  We conclude from our findings that there remains a gap between the research community of computer science, psychology and neuroscience to develop an AI assisted intervention technology for individuals  ...  [82] used video modeling in two experiments as CAS involving a couple of baseline designs.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s10462-019-09686-8">doi:10.1007/s10462-019-09686-8</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6jgilr3bifcg7mpqynp7ynng4a">fatcat:6jgilr3bifcg7mpqynp7ynng4a</a> </span>
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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
<span title="2020-04-23">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/smrngspzhzce7dy6ofycrfxbim" style="color: black;">Applied Sciences</a> </i> &nbsp;
In fact, humans have not yet learned to use this channel when communicating with a robotic technology.  ...  However, the display of emotional states through facial expression is inherently a voluntary controlled process that is typical of humanhuman interaction.  ...  Even in the view of automated vehicles, in complex situations, they will need human assistance for a long time.  ... 
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On the Gap between Domestic Robotic Applications and Computational Intelligence

Junpei Zhong, Chaofan Ling, Angelo Cangelosi, Ahmad Lotfi, Xiaofeng Liu
<span title="2021-03-27">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ikdpfme5h5egvnwtvvtjrnntyy" style="color: black;">Electronics</a> </i> &nbsp;
Aspired to build intelligent agents that can assist humans in daily life, researchers and engineers, both from academia and industry, have kept advancing the state-of-the-art in domestic robotics.  ...  For instance, domestic robots have assisted humans in various daily life scenarios to provide: (1) physical assistance such as floor vacuuming; (2) social assistance such as chatting; and (3) education  ...  Conflicts of Interest: The authors have no conflicts of interest to declare.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/electronics10070793">doi:10.3390/electronics10070793</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5fwhh2qjpncnhdz7u4mqwathp4">fatcat:5fwhh2qjpncnhdz7u4mqwathp4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210403042639/https://res.mdpi.com/d_attachment/electronics/electronics-10-00793/article_deploy/electronics-10-00793-v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/3e/5f/3e5f796181c78bda3bcbed211940e7f226a1ee0d.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/electronics10070793"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Artificial intelligence moving serious gaming: Presenting reusable game AI components

Wim Westera, Rui Prada, Samuel Mascarenhas, Pedro A. Santos, João Dias, Manuel Guimarães, Konstantinos Georgiadis, Enkhbold Nyamsuren, Kiavash Bahreini, Zerrin Yumak, Chris Christyowidiasmoro, Mihai Dascalu (+2 others)
<span title="2019-07-30">2019</span> <i title="Springer Science and Business Media LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/lpktxnov7fdo7kxofhclyj5ive" style="color: black;">Education and Information Technologies : Official Journal of the IFIP technical committee on Education</a> </i> &nbsp;
Serious game AI functionalities include player modelling (realtime facial emotion recognition, automated difficulty adaptation, stealth assessment), natural language processing (sentiment analysis and  ...  The components come with detailed installation manuals and tutorial videos. All components have been applied and validated in serious games that were tested with real end-users.  ...  AI approach This software component uses artificial emotional intelligence to unobtrusively cover unbiased facial expressions of emotion from any image, either from a still, a video file, a video stream  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s10639-019-09968-2">doi:10.1007/s10639-019-09968-2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/sozwh55b4jbcdcyrlpj65sfunu">fatcat:sozwh55b4jbcdcyrlpj65sfunu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200506075640/https://research.ou.nl/ws/files/11584984/Westera2019_Article_ArtificialIntelligenceMovingSe.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/5f/fb/5ffbd0bd4034ccde839cf07475894eb28013de71.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s10639-019-09968-2"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>
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