{"id":"https://openalex.org/W7124179633","doi":"https://doi.org/10.1016/j.patcog.2026.113101","title":"Vision-language adaptation with imbalance mitigation for generalizable face anti-spoofing","display_name":"Vision-language adaptation with imbalance mitigation for generalizable face anti-spoofing","publication_year":2026,"publication_date":"2026-01-14","ids":{"openalex":"https://openalex.org/W7124179633","doi":"https://doi.org/10.1016/j.patcog.2026.113101"},"language":"en","primary_location":{"id":"doi:10.1016/j.patcog.2026.113101","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.patcog.2026.113101","pdf_url":null,"source":{"id":"https://openalex.org/S414566","display_name":"Pattern Recognition","issn_l":"0031-3203","issn":["0031-3203","1873-5142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pattern Recognition","raw_type":"journal-article"},"type":"article","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/A5123045509","display_name":"Fan Cheng","orcid":null},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fan Cheng","raw_affiliation_strings":["Anhui University, Institute of Information Materials and Intelligent Sensing Laboratory of Anhui Province, No. 111, Jiulong Road, Hefei, 230601, Anhui, China","Anhui University, State Key Laboratory of Opto-Electronic Information Acquisition and Protection Technology, No. 111, Jiulong Road, Hefei, 230601, Anhui, China"],"raw_orcid":"https://orcid.org/0000-0003-0175-0818","affiliations":[{"raw_affiliation_string":"Anhui University, Institute of Information Materials and Intelligent Sensing Laboratory of Anhui Province, No. 111, Jiulong Road, Hefei, 230601, Anhui, China","institution_ids":["https://openalex.org/I143868143"]},{"raw_affiliation_string":"Anhui University, State Key Laboratory of Opto-Electronic Information Acquisition and Protection Technology, No. 111, Jiulong Road, Hefei, 230601, Anhui, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122998580","display_name":"Yuze Qiao","orcid":null},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuze Qiao","raw_affiliation_strings":["Anhui University, Institute of Information Materials and Intelligent Sensing Laboratory of Anhui Province, No. 111, Jiulong Road, Hefei, 230601, Anhui, China","Anhui University, State Key Laboratory of Opto-Electronic Information Acquisition and Protection Technology, No. 111, Jiulong Road, Hefei, 230601, Anhui, China"],"raw_orcid":"https://orcid.org/0009-0008-1517-1204","affiliations":[{"raw_affiliation_string":"Anhui University, Institute of Information Materials and Intelligent Sensing Laboratory of Anhui Province, No. 111, Jiulong Road, Hefei, 230601, Anhui, China","institution_ids":["https://openalex.org/I143868143"]},{"raw_affiliation_string":"Anhui University, State Key Laboratory of Opto-Electronic Information Acquisition and Protection Technology, No. 111, Jiulong Road, Hefei, 230601, Anhui, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121005593","display_name":"Fanjun Meng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210161138","display_name":"Beijing Fengtai Hospital","ror":"https://ror.org/0579e9266","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210161138"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fanjun Meng","raw_affiliation_strings":["Beijing IVSIGN. Corp Ltd., South Fourth Ring West Road, Fengtai District, Beijing, 100070, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0008-1066-9249","affiliations":[{"raw_affiliation_string":"Beijing IVSIGN. Corp Ltd., South Fourth Ring West Road, Fengtai District, Beijing, 100070, Beijing, China","institution_ids":["https://openalex.org/I4210161138"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123008538","display_name":"Xianliang Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210161138","display_name":"Beijing Fengtai Hospital","ror":"https://ror.org/0579e9266","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210161138"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianliang Wang","raw_affiliation_strings":["Beijing IVSIGN. Corp Ltd., South Fourth Ring West Road, Fengtai District, Beijing, 100070, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0000-2757-6243","affiliations":[{"raw_affiliation_string":"Beijing IVSIGN. Corp Ltd., South Fourth Ring West Road, Fengtai District, Beijing, 100070, Beijing, China","institution_ids":["https://openalex.org/I4210161138"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120948263","display_name":"Mingsha Peng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210161138","display_name":"Beijing Fengtai Hospital","ror":"https://ror.org/0579e9266","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210161138"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingsha Peng","raw_affiliation_strings":["Beijing IVSIGN. Corp Ltd., South Fourth Ring West Road, Fengtai District, Beijing, 100070, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0004-3338-9371","affiliations":[{"raw_affiliation_string":"Beijing IVSIGN. Corp Ltd., South Fourth Ring West Road, Fengtai District, Beijing, 100070, Beijing, China","institution_ids":["https://openalex.org/I4210161138"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100713126","display_name":"Kaixuan Li","orcid":"https://orcid.org/0000-0002-4539-0335"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaixuan Li","raw_affiliation_strings":["Anhui University, Institute of Information Materials and Intelligent Sensing Laboratory of Anhui Province, No. 111, Jiulong Road, Hefei, 230601, Anhui, China","Anhui University, State Key Laboratory of Opto-Electronic Information Acquisition and Protection Technology, No. 111, Jiulong Road, Hefei, 230601, Anhui, China"],"raw_orcid":"https://orcid.org/0000-0002-4539-0335","affiliations":[{"raw_affiliation_string":"Anhui University, Institute of Information Materials and Intelligent Sensing Laboratory of Anhui Province, No. 111, Jiulong Road, Hefei, 230601, Anhui, China","institution_ids":["https://openalex.org/I143868143"]},{"raw_affiliation_string":"Anhui University, State Key Laboratory of Opto-Electronic Information Acquisition and Protection Technology, No. 111, Jiulong Road, Hefei, 230601, Anhui, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122458012","display_name":"Zhize Wu","orcid":"https://orcid.org/0009-0009-3672-0054"},"institutions":[{"id":"https://openalex.org/I39774598","display_name":"Hefei University","ror":"https://ror.org/01f5rdf64","country_code":"CN","type":"education","lineage":["https://openalex.org/I39774598"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhize Wu","raw_affiliation_strings":["Hefei University, School of Artificial Intelligence and Big Data,No. 99, Jinxiu Avenue, Hefei, 230601, Anhui, China"],"raw_orcid":"https://orcid.org/0009-0009-3672-0054","affiliations":[{"raw_affiliation_string":"Hefei University, School of Artificial Intelligence and Big Data,No. 99, Jinxiu Avenue, Hefei, 230601, Anhui, China","institution_ids":["https://openalex.org/I39774598"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111628765","display_name":"Chen Ms","orcid":null},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Meiwen Chen","raw_affiliation_strings":["Anhui University, Institute of Information Materials and Intelligent Sensing Laboratory of Anhui Province, No. 111, Jiulong Road, Hefei, 230601, Anhui, China","Anhui University, State Key Laboratory of Opto-Electronic Information Acquisition and Protection Technology, No. 111, Jiulong Road, Hefei, 230601, Anhui, China"],"raw_orcid":"https://orcid.org/0009-0002-0479-2378","affiliations":[{"raw_affiliation_string":"Anhui University, Institute of Information Materials and Intelligent Sensing Laboratory of Anhui Province, No. 111, Jiulong Road, Hefei, 230601, Anhui, China","institution_ids":["https://openalex.org/I143868143"]},{"raw_affiliation_string":"Anhui University, State Key Laboratory of Opto-Electronic Information Acquisition and Protection Technology, No. 111, Jiulong Road, Hefei, 230601, Anhui, China","institution_ids":["https://openalex.org/I143868143"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5111628765"],"corresponding_institution_ids":["https://openalex.org/I143868143"],"apc_list":{"value":2590,"currency":"USD","value_usd":2590},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.05945028,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"175","issue":null,"first_page":"113101","last_page":"113101"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10828","display_name":"Biometric Identification and Security","score":0.9819999933242798,"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":0.9819999933242798,"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":0.005499999970197678,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.00139999995008111,"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/overfitting","display_name":"Overfitting","score":0.7692999839782715},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.5299000144004822},{"id":"https://openalex.org/keywords/facial-recognition-system","display_name":"Facial recognition system","score":0.4717999994754791},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.4611999988555908},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.4429999887943268},{"id":"https://openalex.org/keywords/generalizability-theory","display_name":"Generalizability theory","score":0.42179998755455017},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.38190001249313354},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.3752000033855438},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.3714999854564667}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7804999947547913},{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.7692999839782715},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5806999802589417},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5755000114440918},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.5299000144004822},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.4717999994754791},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4611999988555908},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.4429999887943268},{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.42179998755455017},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.38190001249313354},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.3752000033855438},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.3714999854564667},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.364300012588501},{"id":"https://openalex.org/C116409475","wikidata":"https://www.wikidata.org/wiki/Q1385056","display_name":"External Data Representation","level":2,"score":0.33889999985694885},{"id":"https://openalex.org/C167900197","wikidata":"https://www.wikidata.org/wiki/Q11081100","display_name":"Spoofing attack","level":2,"score":0.33309999108314514},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.3303999900817871},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3276999890804291},{"id":"https://openalex.org/C157657479","wikidata":"https://www.wikidata.org/wiki/Q2367247","display_name":"Closed captioning","level":3,"score":0.31189998984336853},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2879999876022339},{"id":"https://openalex.org/C2778915421","wikidata":"https://www.wikidata.org/wiki/Q3643177","display_name":"Performance improvement","level":2,"score":0.2849000096321106},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.2806999981403351},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.27149999141693115},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.25450000166893005},{"id":"https://openalex.org/C55282118","wikidata":"https://www.wikidata.org/wiki/Q252683","display_name":"Snapshot (computer storage)","level":2,"score":0.2531000077724457}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.patcog.2026.113101","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.patcog.2026.113101","pdf_url":null,"source":{"id":"https://openalex.org/S414566","display_name":"Pattern Recognition","issn_l":"0031-3203","issn":["0031-3203","1873-5142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pattern Recognition","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1587654214","display_name":null,"funder_award_id":"62106002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3033330101","display_name":null,"funder_award_id":"2408085QF198","funder_id":"https://openalex.org/F4320334897","funder_display_name":"Natural Science Foundation of Anhui Province"},{"id":"https://openalex.org/G3562966345","display_name":null,"funder_award_id":"2022AH050100","funder_id":"https://openalex.org/F4320326664","funder_display_name":"Anhui Provincial Department of Education"},{"id":"https://openalex.org/G430975145","display_name":null,"funder_award_id":"2024AH050063","funder_id":"https://openalex.org/F4320326664","funder_display_name":"Anhui Provincial Department of Education"},{"id":"https://openalex.org/G4552635022","display_name":null,"funder_award_id":"gxyqZD2021089","funder_id":"https://openalex.org/F4320326664","funder_display_name":"Anhui Provincial Department of Education"},{"id":"https://openalex.org/G4928175500","display_name":null,"funder_award_id":"12205003","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5739591058","display_name":null,"funder_award_id":"62076001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5838067988","display_name":null,"funder_award_id":"62403001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320326664","display_name":"Anhui Provincial Department of Education","ror":null},{"id":"https://openalex.org/F4320334897","display_name":"Natural Science Foundation of Anhui Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2003092530","https://openalex.org/W2418633638","https://openalex.org/W3174133171","https://openalex.org/W3205638629","https://openalex.org/W4399094858","https://openalex.org/W4399385415","https://openalex.org/W4400114586","https://openalex.org/W4400859766","https://openalex.org/W4403512796","https://openalex.org/W4403791655","https://openalex.org/W4409374801"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2026-01-15T00:00:00"}