{"id":"https://openalex.org/W7129035806","doi":"https://doi.org/10.1007/978-981-95-6123-0_47","title":"Domain Generalization in\u00a0Face Anti-Spoofing Based on\u00a0Vision-Language Semantic Awareness","display_name":"Domain Generalization in\u00a0Face Anti-Spoofing Based on\u00a0Vision-Language Semantic Awareness","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7129035806","doi":"https://doi.org/10.1007/978-981-95-6123-0_47"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-95-6123-0_47","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-6123-0_47","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112890014","display_name":"F. Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210095683","display_name":"Jinzhong University","ror":"https://ror.org/007ywhm20","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210095683"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fengmei Liang","raw_affiliation_strings":["College of Electronic and Information Engineering, Taiyuan University of Technology, Jinzhong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electronic and Information Engineering, Taiyuan University of Technology, Jinzhong, China","institution_ids":["https://openalex.org/I4210095683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126095673","display_name":"Jin Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210095683","display_name":"Jinzhong University","ror":"https://ror.org/007ywhm20","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210095683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jin Zhang","raw_affiliation_strings":["College of Electronic and Information Engineering, Taiyuan University of Technology, Jinzhong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electronic and Information Engineering, Taiyuan University of Technology, Jinzhong, China","institution_ids":["https://openalex.org/I4210095683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126133844","display_name":"Yanlong Jia","orcid":null},"institutions":[{"id":"https://openalex.org/I4210095683","display_name":"Jinzhong University","ror":"https://ror.org/007ywhm20","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210095683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanlong Jia","raw_affiliation_strings":["College of Electronic and Information Engineering, Taiyuan University of Technology, Jinzhong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electronic and Information Engineering, Taiyuan University of Technology, Jinzhong, China","institution_ids":["https://openalex.org/I4210095683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126118731","display_name":"Hui Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I111950717","display_name":"Macau University of Science and Technology","ror":"https://ror.org/03jqs2n27","country_code":"MO","type":"education","lineage":["https://openalex.org/I111950717","https://openalex.org/I4391767947"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Hui Ma","raw_affiliation_strings":["Macau University of Science and Technology, Macao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Macau University of Science and Technology, Macao, China","institution_ids":["https://openalex.org/I111950717"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062981171","display_name":"Yanyan Liang","orcid":"https://orcid.org/0000-0002-5780-8540"},"institutions":[{"id":"https://openalex.org/I111950717","display_name":"Macau University of Science and Technology","ror":"https://ror.org/03jqs2n27","country_code":"MO","type":"education","lineage":["https://openalex.org/I111950717","https://openalex.org/I4391767947"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Yanyan Liang","raw_affiliation_strings":["Macau University of Science and Technology, Macao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Macau University of Science and Technology, Macao, China","institution_ids":["https://openalex.org/I111950717"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5112890014"],"corresponding_institution_ids":["https://openalex.org/I4210095683"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":44.3529,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.99468792,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"504","last_page":"514"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10828","display_name":"Biometric Identification and Security","score":0.7281000018119812,"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"}},"topics":[{"id":"https://openalex.org/T10828","display_name":"Biometric Identification and Security","score":0.7281000018119812,"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"}},{"id":"https://openalex.org/T11448","display_name":"Face recognition and analysis","score":0.2328999936580658,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.0044999998062849045,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6342999935150146},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6222000122070312},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5070000290870667},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.4887000024318695},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4715000092983246},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4551999866962433},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4480000138282776},{"id":"https://openalex.org/keywords/semantic-feature","display_name":"Semantic feature","score":0.4253000020980835}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8991000056266785},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6751000285148621},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6342999935150146},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6222000122070312},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5070000290870667},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.4887000024318695},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4715000092983246},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4551999866962433},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4480000138282776},{"id":"https://openalex.org/C2781122975","wikidata":"https://www.wikidata.org/wiki/Q16928266","display_name":"Semantic feature","level":2,"score":0.4253000020980835},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4077000021934509},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.39910000562667847},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.382099986076355},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.3637000024318695},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.36010000109672546},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.33739998936653137},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.3346000015735626},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.31859999895095825},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.3095000088214874},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.2888999879360199},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.27869999408721924},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.27630001306533813},{"id":"https://openalex.org/C2777946921","wikidata":"https://www.wikidata.org/wiki/Q7449044","display_name":"Semantic analysis (machine learning)","level":2,"score":0.2700999975204468},{"id":"https://openalex.org/C4641261","wikidata":"https://www.wikidata.org/wiki/Q11681085","display_name":"Face detection","level":4,"score":0.26919999718666077},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.2662999927997589},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.25270000100135803}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-981-95-6123-0_47","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-6123-0_47","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1982209341","https://openalex.org/W2003092530","https://openalex.org/W2728977829","https://openalex.org/W2752782242","https://openalex.org/W3034500918","https://openalex.org/W3035459165","https://openalex.org/W3092393585","https://openalex.org/W3094861582","https://openalex.org/W3132882818","https://openalex.org/W3159891475","https://openalex.org/W3191040240","https://openalex.org/W3198377975","https://openalex.org/W3205638629","https://openalex.org/W4226291055","https://openalex.org/W4230405732","https://openalex.org/W4312836647","https://openalex.org/W4361207178","https://openalex.org/W4386076261","https://openalex.org/W4386083106","https://openalex.org/W4390874117","https://openalex.org/W4391021705","https://openalex.org/W4392904802","https://openalex.org/W4399304767","https://openalex.org/W4399352439","https://openalex.org/W4400114586","https://openalex.org/W4402781704","https://openalex.org/W4403488572","https://openalex.org/W4403791655","https://openalex.org/W4403791839","https://openalex.org/W4410738203","https://openalex.org/W4410974031","https://openalex.org/W4412722616","https://openalex.org/W4413156301","https://openalex.org/W4413156891","https://openalex.org/W4415178852"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-02T09:04:35.204637","created_date":"2026-02-17T00:00:00"}