{"id":"https://openalex.org/W7150919547","doi":"https://doi.org/10.1145/3793853.3798410","title":"Research Proposal: Non-intrusive Stress Recognition using Multimodality Deep Learning","display_name":"Research Proposal: Non-intrusive Stress Recognition using Multimodality Deep Learning","publication_year":2026,"publication_date":"2026-04-04","ids":{"openalex":"https://openalex.org/W7150919547","doi":"https://doi.org/10.1145/3793853.3798410"},"language":null,"primary_location":{"id":"doi:10.1145/3793853.3798410","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3793853.3798410","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Multimedia Systems Conference 2026","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3793853.3798410","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102020669","display_name":"Chau Tran","orcid":"https://orcid.org/0009-0001-1338-3982"},"institutions":[{"id":"https://openalex.org/I3130438513","display_name":"Institute for Energy Technology","ror":"https://ror.org/02jqtg033","country_code":"NO","type":"facility","lineage":["https://openalex.org/I3130438513"]}],"countries":["NO"],"is_corresponding":true,"raw_author_name":"Chau Thi Thuy Tran","raw_affiliation_strings":["Department of Informatics, University of Oslo, Oslo, Norway and Applied Data Science Department, Institute for Energy Technology, Halden, \u00d8stfold, Norway"],"raw_orcid":"https://orcid.org/0009-0001-1338-3982","affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Oslo, Oslo, Norway and Applied Data Science Department, Institute for Energy Technology, Halden, \u00d8stfold, Norway","institution_ids":["https://openalex.org/I3130438513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018259867","display_name":"Carsten Griwodz","orcid":"https://orcid.org/0000-0002-1254-537X"},"institutions":[{"id":"https://openalex.org/I184942183","display_name":"University of Oslo","ror":"https://ror.org/01xtthb56","country_code":"NO","type":"education","lineage":["https://openalex.org/I184942183"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Carsten Griwodz","raw_affiliation_strings":["University of Oslo, Oslo, Norway"],"raw_orcid":"https://orcid.org/0000-0002-1254-537X","affiliations":[{"raw_affiliation_string":"University of Oslo, Oslo, Norway","institution_ids":["https://openalex.org/I184942183"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068340135","display_name":"Kai Morgan Kj\u00f8lerbakken","orcid":"https://orcid.org/0000-0002-5369-0637"},"institutions":[{"id":"https://openalex.org/I3130438513","display_name":"Institute for Energy Technology","ror":"https://ror.org/02jqtg033","country_code":"NO","type":"facility","lineage":["https://openalex.org/I3130438513"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Kai Morgan Kj\u00f8lerbakken","raw_affiliation_strings":["Institution for Energy Technology, Halden, Norway"],"raw_orcid":"https://orcid.org/0000-0002-5369-0637","affiliations":[{"raw_affiliation_string":"Institution for Energy Technology, Halden, Norway","institution_ids":["https://openalex.org/I3130438513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133058232","display_name":"Cagri Erdem","orcid":null},"institutions":[{"id":"https://openalex.org/I184942183","display_name":"University of Oslo","ror":"https://ror.org/01xtthb56","country_code":"NO","type":"education","lineage":["https://openalex.org/I184942183"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Cagri Erdem","raw_affiliation_strings":["University of Oslo, Oslo, Norway"],"raw_orcid":"https://orcid.org/0000-0003-2632-6829","affiliations":[{"raw_affiliation_string":"University of Oslo, Oslo, Norway","institution_ids":["https://openalex.org/I184942183"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032770006","display_name":"Anis Yazidi","orcid":"https://orcid.org/0000-0001-7591-1659"},"institutions":[{"id":"https://openalex.org/I184942183","display_name":"University of Oslo","ror":"https://ror.org/01xtthb56","country_code":"NO","type":"education","lineage":["https://openalex.org/I184942183"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Anis Yazidi","raw_affiliation_strings":["University of Oslo, Oslo, Norway"],"raw_orcid":"https://orcid.org/0000-0001-7591-1659","affiliations":[{"raw_affiliation_string":"University of Oslo, Oslo, Norway","institution_ids":["https://openalex.org/I184942183"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5102020669"],"corresponding_institution_ids":["https://openalex.org/I3130438513"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.79719968,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"355","last_page":"358"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9430999755859375,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9430999755859375,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.02370000071823597,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.0035000001080334187,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/covert","display_name":"Covert","score":0.6177999973297119},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.5687999725341797},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5529000163078308},{"id":"https://openalex.org/keywords/facial-expression","display_name":"Facial expression","score":0.4943999946117401},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.45879998803138733},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.43689998984336853},{"id":"https://openalex.org/keywords/valence","display_name":"Valence (chemistry)","score":0.3935000002384186},{"id":"https://openalex.org/keywords/emotional-valence","display_name":"Emotional valence","score":0.3799000084400177},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.35600000619888306}],"concepts":[{"id":"https://openalex.org/C2779338814","wikidata":"https://www.wikidata.org/wiki/Q5179285","display_name":"Covert","level":2,"score":0.6177999973297119},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.5687999725341797},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5529000163078308},{"id":"https://openalex.org/C195704467","wikidata":"https://www.wikidata.org/wiki/Q327968","display_name":"Facial expression","level":2,"score":0.4943999946117401},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4878000020980835},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.45879998803138733},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4404999911785126},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43700000643730164},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.43689998984336853},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.40610000491142273},{"id":"https://openalex.org/C168900304","wikidata":"https://www.wikidata.org/wiki/Q171407","display_name":"Valence (chemistry)","level":2,"score":0.3935000002384186},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.39010000228881836},{"id":"https://openalex.org/C3020774634","wikidata":"https://www.wikidata.org/wiki/Q3113318","display_name":"Emotional valence","level":3,"score":0.3799000084400177},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.35600000619888306},{"id":"https://openalex.org/C2780910867","wikidata":"https://www.wikidata.org/wiki/Q1952416","display_name":"Multimodality","level":2,"score":0.3495999872684479},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.3425000011920929},{"id":"https://openalex.org/C2984493583","wikidata":"https://www.wikidata.org/wiki/Q3500368","display_name":"Mental stress","level":2,"score":0.3102000057697296},{"id":"https://openalex.org/C56461940","wikidata":"https://www.wikidata.org/wiki/Q970687","display_name":"Eye tracking","level":2,"score":0.30309998989105225},{"id":"https://openalex.org/C149288182","wikidata":"https://www.wikidata.org/wiki/Q7260673","display_name":"Pupillary response","level":3,"score":0.2973000109195709},{"id":"https://openalex.org/C2780583480","wikidata":"https://www.wikidata.org/wiki/Q1366327","display_name":"Tone (literature)","level":2,"score":0.2935999929904938},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2888000011444092},{"id":"https://openalex.org/C2987238706","wikidata":"https://www.wikidata.org/wiki/Q1404268","display_name":"Stress reduction","level":2,"score":0.28119999170303345},{"id":"https://openalex.org/C2776378700","wikidata":"https://www.wikidata.org/wiki/Q3030775","display_name":"Distraction","level":2,"score":0.26109999418258667},{"id":"https://openalex.org/C206310091","wikidata":"https://www.wikidata.org/wiki/Q750859","display_name":"Emotion classification","level":2,"score":0.26030001044273376},{"id":"https://openalex.org/C2780660688","wikidata":"https://www.wikidata.org/wiki/Q25052564","display_name":"Multimodal learning","level":2,"score":0.25270000100135803},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.25209999084472656},{"id":"https://openalex.org/C153050134","wikidata":"https://www.wikidata.org/wiki/Q760256","display_name":"Eye movement","level":2,"score":0.25099998712539673}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3793853.3798410","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3793853.3798410","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Multimedia Systems Conference 2026","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3793853.3798410","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3793853.3798410","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Multimedia Systems Conference 2026","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W1872758824","https://openalex.org/W1974975426","https://openalex.org/W2002055708","https://openalex.org/W2122098299","https://openalex.org/W4401595558"],"related_works":[],"abstract_inverted_index":{"Workplace":[0],"stress":[1,11,40,103],"significantly":[2],"affects":[3],"employee":[4],"well-being":[5],"and":[6,73],"task":[7],"efficiency":[8],"yet":[9],"current":[10],"recognition":[12],"approaches":[13],"remain":[14],"impractical":[15],"for":[16],"real-world":[17],"deployment.":[18],"Existing":[19],"methods":[20],"mostly":[21],"depend":[22],"on":[23],"intrusive":[24],"physiological":[25],"signals":[26],"which":[27],"require":[28],"sensors":[29],"attached":[30],"to":[31,62,69,76,95,109],"the":[32,83],"body.":[33],"Inspired":[34],"by":[35],"how":[36],"humans":[37],"naturally":[38],"infer":[39],"through":[41],"observable":[42],"behavior":[43],"this":[44],"PhD":[45],"proposes":[46],"a":[47,90,106],"non-intrusive":[48,93],"multimodal":[49],"deep":[50],"learning":[51],"approach.":[52],"This":[53],"method":[54],"uses":[55],"overt":[56],"expressive":[57],"cues":[58],"combining":[59],"facial":[60,86],"expressions":[61],"identify":[63],"emotional":[64,71],"valence":[65],"with":[66],"voice":[67],"tone":[68],"capture":[70],"intensity":[72],"eye":[74],"movements":[75],"monitor":[77],"mental":[78],"fatigue.":[79],"To":[80],"ensure":[81],"reliability":[82],"system":[84],"incorporates":[85],"thermal":[87],"imaging":[88],"as":[89],"covert":[91],"but":[92],"cue":[94],"detect":[96],"involuntary":[97],"heat":[98],"changes":[99],"that":[100],"reveal":[101],"genuine":[102],"even":[104],"when":[105],"user":[107],"attempts":[108],"mask":[110],"their":[111],"outward":[112],"expression.":[113]},"counts_by_year":[],"updated_date":"2026-04-07T06:06:30.997549","created_date":"2026-04-07T00:00:00"}