{"id":"https://openalex.org/W7167680903","doi":"https://doi.org/10.25206/2311-4908-2026-13-2-36-41","title":"COMPARATIVE ANALYSIS OF COMPUTER VISION ALGORITHMS FOR DETECTION OF EMOTIONAL BURNOUT MARKERS","display_name":"COMPARATIVE ANALYSIS OF COMPUTER VISION ALGORITHMS FOR DETECTION OF EMOTIONAL BURNOUT MARKERS","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7167680903","doi":"https://doi.org/10.25206/2311-4908-2026-13-2-36-41"},"language":"en","primary_location":{"id":"doi:10.25206/2311-4908-2026-13-2-36-41","doi":"https://doi.org/10.25206/2311-4908-2026-13-2-36-41","is_oa":true,"landing_page_url":"https://doi.org/10.25206/2311-4908-2026-13-2-36-41","pdf_url":null,"source":{"id":"https://openalex.org/S4210234365","display_name":"Applied Mathematics and Fundamental Informatics","issn_l":"2311-4908","issn":["2311-4908"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Mathematics and Fundamental Informatics","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.25206/2311-4908-2026-13-2-36-41","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002203175","display_name":"Natalya A. Moiseeva","orcid":"https://orcid.org/0000-0002-9502-3891","observed_orcids":["https://orcid.org/0000-0002-9502-3891"]},"institutions":[{"id":"https://openalex.org/I20119556","display_name":"Omsk State Technical University","ror":"https://ror.org/01kzjg088","country_code":"RU","type":"education","lineage":["https://openalex.org/I20119556"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"N. A. MOISEEVA","raw_affiliation_strings":["Omsk State Technical University"],"raw_orcid":"https://orcid.org/0000-0002-9502-3891","affiliations":[{"raw_affiliation_string":"Omsk State Technical University","institution_ids":["https://openalex.org/I20119556"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5140238840","display_name":"M. M. KHOLOD","orcid":"https://orcid.org/0009-0002-8631-8249","observed_orcids":["https://orcid.org/0009-0002-8631-8249"]},"institutions":[{"id":"https://openalex.org/I20119556","display_name":"Omsk State Technical University","ror":"https://ror.org/01kzjg088","country_code":"RU","type":"education","lineage":["https://openalex.org/I20119556"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"M. M. KHOLOD","raw_affiliation_strings":["Omsk State Technical University"],"raw_orcid":"https://orcid.org/0009-0002-8631-8249","affiliations":[{"raw_affiliation_string":"Omsk State Technical University","institution_ids":["https://openalex.org/I20119556"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I20119556"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":"2","first_page":"36","last_page":"41"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11448","display_name":"Face recognition and analysis","score":0.5273000001907349,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11448","display_name":"Face recognition and analysis","score":0.5273000001907349,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.4480000138282776,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13812","display_name":"AI and HR Technologies","score":0.007699999958276749,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/facial-expression-analysis","display_name":"facial expression analysis","score":0.699999988079071},{"id":"https://openalex.org/keywords/facial-landmark-detection","display_name":"facial landmark detection","score":0.5630000233650208},{"id":"https://openalex.org/keywords/mediapipe","display_name":"MediaPipe","score":0.7950000166893005},{"id":"https://openalex.org/keywords/deepface","display_name":"DeepFace","score":0.8820000290870667},{"id":"https://openalex.org/keywords/dlib","display_name":"Dlib","score":0.9490000009536743},{"id":"https://openalex.org/keywords/remote-workers","display_name":"remote workers","score":0.5960000157356262},{"id":"https://openalex.org/keywords/employee-well-being-monitoring","display_name":"employee well-being monitoring","score":0.7749999761581421},{"id":"https://openalex.org/keywords/computational-burden","display_name":"computational load","score":0.6330000162124634}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5997999906539917},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5989000201225281},{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.5849000215530396},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.580299973487854},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.527999997138977},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4821999967098236},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.46860000491142273},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.3855000138282776},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.38119998574256897},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3416999876499176},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33970001339912415},{"id":"https://openalex.org/C195704467","wikidata":"https://www.wikidata.org/wiki/Q327968","display_name":"Facial expression","level":2,"score":0.32510000467300415},{"id":"https://openalex.org/C5339829","wikidata":"https://www.wikidata.org/wiki/Q1425977","display_name":"Machine vision","level":2,"score":0.32019999623298645},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.31869998574256897},{"id":"https://openalex.org/C143916079","wikidata":"https://www.wikidata.org/wiki/Q2629248","display_name":"Burnout","level":2,"score":0.30489999055862427},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.3043999969959259},{"id":"https://openalex.org/C4641261","wikidata":"https://www.wikidata.org/wiki/Q11681085","display_name":"Face detection","level":4,"score":0.30379998683929443},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.29989999532699585},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.2973000109195709},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.290800005197525},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2635999917984009},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2605000138282776},{"id":"https://openalex.org/C6438553","wikidata":"https://www.wikidata.org/wiki/Q1185804","display_name":"Affective computing","level":2,"score":0.2563999891281128},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.25619998574256897}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.25206/2311-4908-2026-13-2-36-41","doi":"https://doi.org/10.25206/2311-4908-2026-13-2-36-41","is_oa":true,"landing_page_url":"https://doi.org/10.25206/2311-4908-2026-13-2-36-41","pdf_url":null,"source":{"id":"https://openalex.org/S4210234365","display_name":"Applied Mathematics and Fundamental Informatics","issn_l":"2311-4908","issn":["2311-4908"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Mathematics and Fundamental Informatics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.25206/2311-4908-2026-13-2-36-41","doi":"https://doi.org/10.25206/2311-4908-2026-13-2-36-41","is_oa":true,"landing_page_url":"https://doi.org/10.25206/2311-4908-2026-13-2-36-41","pdf_url":null,"source":{"id":"https://openalex.org/S4210234365","display_name":"Applied Mathematics and Fundamental Informatics","issn_l":"2311-4908","issn":["2311-4908"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Mathematics and Fundamental Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4393028711","https://openalex.org/W2899028452","https://openalex.org/W7217554180","https://openalex.org/W7009762777","https://openalex.org/W4402715989","https://openalex.org/W4239384696","https://openalex.org/W3204084638","https://openalex.org/W4398220800","https://openalex.org/W2313752064","https://openalex.org/W4285104608"],"abstract_inverted_index":{"This":[0],"article":[1],"examines":[2],"the":[3,44,58,68,74,79,90],"problem":[4],"of":[5,9,24,46,81,92],"automatically":[6],"detecting":[7],"signs":[8],"emotional":[10],"burnout":[11],"in":[12,17],"employees":[13],"working":[14],"remotely":[15],"or":[16],"an":[18],"office":[19],"environment.":[20],"A":[21],"comparative":[22],"analysis":[23],"three":[25],"computer":[26],"vision":[27],"algorithms":[28],"-":[29,39],"Dlib,":[30],"DeepFace":[31],"(based":[32],"on":[33,43,65],"convolutional":[34],"neural":[35],"networks),":[36],"and":[37,57,89],"MediaPipe":[38,69],"is":[40,71],"conducted":[41],"based":[42],"accuracy":[45],"facial":[47,62,84],"biometric":[48],"feature":[49],"extraction,":[50],"computational":[51,97],"load,":[52],"applicability":[53],"under":[54],"background":[55],"monitoring,":[56],"ability":[59],"to":[60],"detect":[61],"microdynamics.":[63],"Based":[64],"these":[66],"characteristics,":[67],"framework":[70],"recognized":[72],"as":[73],"most":[75],"promising":[76],"solution,":[77],"enabling":[78],"construction":[80],"a":[82],"3D":[83],"mesh":[85],"from":[86],"478":[87],"points":[88],"calculation":[91],"52":[93],"coefficients":[94],"with":[95],"minimal":[96],"load.":[98]},"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-07-09T00:00:00"}
