{"id":"https://openalex.org/W4410517159","doi":"https://doi.org/10.1186/s13640-025-00674-3","title":"Deception detection based on micro-expression and feature selection methods","display_name":"Deception detection based on micro-expression and feature selection methods","publication_year":2025,"publication_date":"2025-05-20","ids":{"openalex":"https://openalex.org/W4410517159","doi":"https://doi.org/10.1186/s13640-025-00674-3"},"language":"en","primary_location":{"id":"doi:10.1186/s13640-025-00674-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13640-025-00674-3","pdf_url":"https://jivp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13640-025-00674-3","source":{"id":"https://openalex.org/S153767265","display_name":"EURASIP Journal on Image and Video Processing","issn_l":"1687-5176","issn":["1687-5176","1687-5281"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"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":"EURASIP Journal on Image and Video Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://jivp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13640-025-00674-3","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091841933","display_name":"Shusen Yuan","orcid":"https://orcid.org/0000-0001-5669-9752"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shusen Yuan","raw_affiliation_strings":["School of Information Science and Engineering, Shandong University, Qingdao, 266200, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong University, Qingdao, 266200, Shandong, China","institution_ids":["https://openalex.org/I80143920","https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100993450","display_name":"Zilong Shao","orcid":null},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zilong Shao","raw_affiliation_strings":["School of Information Science and Engineering, Shandong University, Qingdao, 266200, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong University, Qingdao, 266200, Shandong, China","institution_ids":["https://openalex.org/I80143920","https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091468473","display_name":"Zhewang Ma","orcid":"https://orcid.org/0000-0002-9216-8999"},"institutions":[{"id":"https://openalex.org/I4210138464","display_name":"Shandong Lianxing Energy Group (China)","ror":"https://ror.org/040pyq062","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210138464"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongjun Ma","raw_affiliation_strings":["Shandong Future Network Research Institute, Jinan, 250000, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shandong Future Network Research Institute, Jinan, 250000, Shandong, China","institution_ids":["https://openalex.org/I4210138464"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101945160","display_name":"Ting Cao","orcid":"https://orcid.org/0000-0001-5959-1106"},"institutions":[{"id":"https://openalex.org/I1328219102","display_name":"Red Hat (United States)","ror":"https://ror.org/03ncs3316","country_code":"US","type":"company","lineage":["https://openalex.org/I1328219102"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ting Cao","raw_affiliation_strings":["Reddit Inc, San Francisco, CA, 94107, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Reddit Inc, San Francisco, CA, 94107, USA","institution_ids":["https://openalex.org/I1328219102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101755772","display_name":"Hongbo Xing","orcid":"https://orcid.org/0000-0002-5819-0949"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongbo Xing","raw_affiliation_strings":["School of Information Science and Engineering, Shandong University, Qingdao, 266200, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong University, Qingdao, 266200, Shandong, China","institution_ids":["https://openalex.org/I80143920","https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051971008","display_name":"Yong Liu","orcid":"https://orcid.org/0000-0002-9801-9193"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Liu","raw_affiliation_strings":["School of Information Science and Engineering, Shandong University, Qingdao, 266200, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong University, Qingdao, 266200, Shandong, China","institution_ids":["https://openalex.org/I80143920","https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100435436","display_name":"Yewen Cao","orcid":"https://orcid.org/0000-0002-6355-8015"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yewen Cao","raw_affiliation_strings":["School of Information Science and Engineering, Shandong University, Qingdao, 266200, Shandong, China"],"raw_orcid":"https://orcid.org/0000-0002-6355-8015","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong University, Qingdao, 266200, Shandong, China","institution_ids":["https://openalex.org/I80143920","https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1140,"currency":"GBP","value_usd":1398},"apc_paid":{"value":1140,"currency":"GBP","value_usd":1398},"fwci":11.6504,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.9856764,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"2025","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12268","display_name":"Deception detection and forensic psychology","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T12268","display_name":"Deception detection and forensic psychology","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9825999736785889,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9796000123023987,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/deception","display_name":"Deception","score":0.8277060985565186},{"id":"https://openalex.org/keywords/biometrics","display_name":"Biometrics","score":0.8008272647857666},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6258631348609924},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5685044527053833},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5306403040885925},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5069361329078674},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4953829050064087},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.425913006067276},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.35755354166030884},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.34399479627609253},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.33349281549453735},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.15879514813423157}],"concepts":[{"id":"https://openalex.org/C2779267917","wikidata":"https://www.wikidata.org/wiki/Q170028","display_name":"Deception","level":2,"score":0.8277060985565186},{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.8008272647857666},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6258631348609924},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5685044527053833},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5306403040885925},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5069361329078674},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4953829050064087},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.425913006067276},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.35755354166030884},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.34399479627609253},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.33349281549453735},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.15879514813423157},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s13640-025-00674-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13640-025-00674-3","pdf_url":"https://jivp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13640-025-00674-3","source":{"id":"https://openalex.org/S153767265","display_name":"EURASIP Journal on Image and Video Processing","issn_l":"1687-5176","issn":["1687-5176","1687-5281"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"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":"EURASIP Journal on Image and Video Processing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:e28e6711f43b4d38bf5a8ee857a0b675","is_oa":true,"landing_page_url":"https://doaj.org/article/e28e6711f43b4d38bf5a8ee857a0b675","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"EURASIP Journal on Image and Video Processing, Vol 2025, Iss 1, Pp 1-18 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13640-025-00674-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13640-025-00674-3","pdf_url":"https://jivp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13640-025-00674-3","source":{"id":"https://openalex.org/S153767265","display_name":"EURASIP Journal on Image and Video Processing","issn_l":"1687-5176","issn":["1687-5176","1687-5281"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"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":"EURASIP Journal on Image and Video Processing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6045289913","display_name":null,"funder_award_id":"ZR2020MF004","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410517159.pdf","grobid_xml":"https://content.openalex.org/works/W4410517159.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W1964617851","https://openalex.org/W2035366352","https://openalex.org/W2073482763","https://openalex.org/W2084840427","https://openalex.org/W2163833659","https://openalex.org/W2251550834","https://openalex.org/W2402829841","https://openalex.org/W2415836345","https://openalex.org/W2571743746","https://openalex.org/W2592069066","https://openalex.org/W2787868933","https://openalex.org/W2888200171","https://openalex.org/W2903923191","https://openalex.org/W2912901275","https://openalex.org/W2939676848","https://openalex.org/W2940935336","https://openalex.org/W2963597768","https://openalex.org/W2975318333","https://openalex.org/W2996549657","https://openalex.org/W3040625097","https://openalex.org/W3041508574","https://openalex.org/W3082553396","https://openalex.org/W3091652946","https://openalex.org/W3097550584","https://openalex.org/W3102025332","https://openalex.org/W3104334879","https://openalex.org/W3119101651","https://openalex.org/W3128242903","https://openalex.org/W3128829211","https://openalex.org/W3137274787","https://openalex.org/W3172737781","https://openalex.org/W3175854661","https://openalex.org/W3194570764","https://openalex.org/W3194648426","https://openalex.org/W4200159943","https://openalex.org/W4206664577","https://openalex.org/W4214633961","https://openalex.org/W4220718123","https://openalex.org/W4225315139","https://openalex.org/W4226004777","https://openalex.org/W4226299544","https://openalex.org/W4226498123","https://openalex.org/W4288060493","https://openalex.org/W4289950740","https://openalex.org/W4319655871","https://openalex.org/W4366502802","https://openalex.org/W4386520600","https://openalex.org/W4390873106","https://openalex.org/W4399692928","https://openalex.org/W4404239424","https://openalex.org/W6603816838"],"related_works":["https://openalex.org/W2165717120","https://openalex.org/W2039390456","https://openalex.org/W2948663225","https://openalex.org/W2029954793","https://openalex.org/W1992683634","https://openalex.org/W4295295666","https://openalex.org/W1978059949","https://openalex.org/W2512387791","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"Video-based":[0],"deception":[1,25,40,131],"detection,":[2],"which":[3],"identifies":[4],"lies":[5],"through":[6],"facial":[7,45,60],"expressions":[8],"and":[9,37,66,98,149,154],"behaviors,":[10],"has":[11],"proven":[12],"to":[13,55],"be":[14],"an":[15],"effective":[16],"approach":[17],"in":[18,166],"criminal":[19],"interrogation.":[20],"In":[21],"this":[22],"paper,":[23],"a":[24,32,38,109,126],"detection":[26,41,132],"framework":[27,136],"is":[28],"proposed":[29,135],"that":[30,121],"incorporates":[31],"novel":[33],"set":[34],"of":[35,94,147],"features":[36],"unique":[39],"method":[42],"based":[43],"on":[44,85,129,139,151],"expressions,":[46],"particularly":[47],"micro-expressions.":[48],"Two":[49],"feature":[50,106],"selection":[51],"methods":[52],"are":[53],"applied":[54],"optimize":[56],"these":[57],"features.":[58],"Specifically,":[59],"action":[61],"units":[62],"(AUs),":[63],"eye":[64],"gaze,":[65],"head":[67],"pose":[68],"were":[69],"extracted":[70],"using":[71],"the":[72,81,86,95,130,152,167],"OpenFace":[73],"toolkit,":[74],"while":[75],"micro-expression":[76,122],"information":[77,124],"was":[78,103,137],"obtained":[79],"via":[80],"SOFTNet":[82],"model,":[83],"trained":[84],"CAS(ME)":[87],"$$^{2}$$":[88],"data":[89,143,156],"set.":[90],"A":[91],"sequential":[92],"combination":[93],"Fischer":[96],"Score":[97],"Principal":[99],"Component":[100],"Analysis":[101],"(PCA)":[102],"employed":[104],"for":[105,115],"selection,":[107],"with":[108],"Support":[110],"Vector":[111],"Machine":[112],"(SVM)":[113],"used":[114],"classification.":[116],"Feature":[117],"importance":[118],"analysis":[119],"indicated":[120],"(ME)":[123],"had":[125],"significant":[127],"impact":[128],"task.":[133],"The":[134],"evaluated":[138],"two":[140],"publicly":[141],"available":[142],"sets,":[144,157],"achieving":[145],"accuracies":[146],"98.07%":[148],"98.23%":[150],"real-life":[153],"MU3D":[155],"respectively,":[158],"thus":[159],"demonstrating":[160],"its":[161],"superiority":[162],"over":[163],"prior":[164],"approaches":[165],"literature.":[168]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}