{"id":"https://openalex.org/W4415081735","doi":"https://doi.org/10.1109/iccv51701.2025.01120","title":"DADM: Dual Alignment of Domain and Modality for Face Anti-Spoofing","display_name":"DADM: Dual Alignment of Domain and Modality for Face Anti-Spoofing","publication_year":2025,"publication_date":"2025-10-19","ids":{"openalex":"https://openalex.org/W4415081735","doi":"https://doi.org/10.1109/iccv51701.2025.01120"},"language":"en","primary_location":{"id":"doi:10.1109/iccv51701.2025.01120","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccv51701.2025.01120","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF International Conference on Computer Vision (ICCV)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2503.00429","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Jingyi Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I4396570619","display_name":"Great Bay University","ror":"https://ror.org/01hdgge16","country_code":null,"type":"education","lineage":["https://openalex.org/I4396570619"]}],"countries":[],"is_corresponding":false,"raw_author_name":"Jingyi Yang","raw_affiliation_strings":["Great Bay University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Great Bay University","institution_ids":["https://openalex.org/I4396570619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101779610","display_name":"Xun Lin","orcid":"https://orcid.org/0000-0001-8387-4245"},"institutions":[{"id":"https://openalex.org/I4396570619","display_name":"Great Bay University","ror":"https://ror.org/01hdgge16","country_code":null,"type":"education","lineage":["https://openalex.org/I4396570619"]}],"countries":[],"is_corresponding":false,"raw_author_name":"Xun Lin","raw_affiliation_strings":["Great Bay University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Great Bay University","institution_ids":["https://openalex.org/I4396570619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103099781","display_name":"Zitong Yu","orcid":"https://orcid.org/0000-0003-0422-6616"},"institutions":[{"id":"https://openalex.org/I4396570619","display_name":"Great Bay University","ror":"https://ror.org/01hdgge16","country_code":null,"type":"education","lineage":["https://openalex.org/I4396570619"]}],"countries":[],"is_corresponding":false,"raw_author_name":"Zitong Yu","raw_affiliation_strings":["Great Bay University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Great Bay University","institution_ids":["https://openalex.org/I4396570619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057327129","display_name":"Liepiao Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I130653702","display_name":"Creative Technology (Singapore)","ror":"https://ror.org/040pjdm93","country_code":"SG","type":"company","lineage":["https://openalex.org/I130653702"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Liepiao Zhang","raw_affiliation_strings":["CREATOR (CHINA) TECH CO., LTD"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CREATOR (CHINA) TECH CO., LTD","institution_ids":["https://openalex.org/I130653702"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058509635","display_name":"Xin Liu","orcid":"https://orcid.org/0000-0002-2242-6139"},"institutions":[{"id":"https://openalex.org/I63548447","display_name":"Lappeenranta-Lahti University of Technology","ror":"https://ror.org/0208vgz68","country_code":"FI","type":"education","lineage":["https://openalex.org/I63548447"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Xin Liu","raw_affiliation_strings":["Lappeenranta University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lappeenranta University of Technology","institution_ids":["https://openalex.org/I63548447"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100633104","display_name":"Hui Li","orcid":"https://orcid.org/0000-0002-1881-9175"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Li","raw_affiliation_strings":["University of Science and Technology of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051381076","display_name":"Xiaochen Yuan","orcid":"https://orcid.org/0000-0002-7490-6695"},"institutions":[{"id":"https://openalex.org/I49835588","display_name":"Macao Polytechnic University","ror":"https://ror.org/02sf5td35","country_code":"MO","type":"education","lineage":["https://openalex.org/I49835588"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Xiaochen Yuan","raw_affiliation_strings":["Macao Polytechnic University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Macao Polytechnic University","institution_ids":["https://openalex.org/I49835588"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068837264","display_name":"Xiaochun Cao","orcid":"https://orcid.org/0000-0001-7141-708X"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaochun Cao","raw_affiliation_strings":["Shenzhen Campus of Sun Yat-sen University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Campus of Sun Yat-sen University","institution_ids":["https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"12045","last_page":"12056"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10828","display_name":"Biometric Identification and Security","score":0.9962000250816345,"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":0.9962000250816345,"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/T10069","display_name":"Antenna Design and Analysis","score":0.98580002784729,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11504","display_name":"Advanced Authentication Protocols Security","score":0.9611999988555908,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.885200023651123},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.7437999844551086},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5252000093460083},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.47279998660087585},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.3910999894142151},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.3878999948501587},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.3384999930858612}],"concepts":[{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.885200023651123},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.7437999844551086},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6887000203132629},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6629999876022339},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5252000093460083},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.47279998660087585},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4537000060081482},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.3910999894142151},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.3878999948501587},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.3384999930858612},{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.33059999346733093},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.32249999046325684},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.31859999895095825},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.31779998540878296},{"id":"https://openalex.org/C2779808786","wikidata":"https://www.wikidata.org/wiki/Q6664603","display_name":"Locality","level":2,"score":0.2973000109195709},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2842000126838684},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.28209999203681946},{"id":"https://openalex.org/C132010649","wikidata":"https://www.wikidata.org/wiki/Q189222","display_name":"Intuition","level":2,"score":0.2775999903678894},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.26179999113082886}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/iccv51701.2025.01120","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccv51701.2025.01120","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF International Conference on Computer Vision (ICCV)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2503.00429","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2503.00429","pdf_url":"https://arxiv.org/pdf/2503.00429","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2503.00429","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2503.00429","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2503.00429","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2503.00429","pdf_url":"https://arxiv.org/pdf/2503.00429","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"With":[0],"the":[1,12,63,112,122],"availability":[2],"of":[3,14,49,56,65,114,124,178],"diverse":[4],"sensor":[5],"modalities":[6,36,75,116,136,145],"(i.e.,":[7],"RGB,":[8],"Depth,":[9],"Infrared)":[10],"and":[11,94,165,180],"success":[13],"multi-modal":[15,17,197],"learning,":[16],"face":[18],"anti-spoofing":[19],"(FAS)":[20],"has":[21,91],"emerged":[22],"as":[23],"a":[24,132,155],"prominent":[25],"research":[26],"focus.":[27],"The":[28,201],"intuition":[29],"behind":[30],"it":[31],"is":[32],"that":[33,88,160],"leveraging":[34],"multiple":[35],"can":[37],"uncover":[38],"more":[39,47],"intrinsic":[40],"spoofing":[41],"traces.":[42],"However,":[43],"this":[44],"approach":[45],"presents":[46],"risk":[48],"misalignment.":[50],"We":[51],"identify":[52],"two":[53],"main":[54],"types":[55],"misalignment:":[57],"(1)":[58],"\\textbf{Intra-domain":[59],"modality":[60,67,90,109,166],"misalignment},":[61,110],"where":[62,111],"importance":[64],"each":[66,89],"varies":[68],"across":[69,189],"different":[70],"attacks.":[71,99],"For":[72],"instance,":[73],"certain":[74],"(e.g.,":[76,84],"Depth)":[77],"may":[78,104],"be":[79,204],"non-defensive":[80],"against":[81],"specific":[82],"attacks":[83],"3D":[85],"mask),":[86],"indicating":[87],"unique":[92],"strengths":[93],"weaknesses":[95],"in":[96,186,196],"countering":[97],"particular":[98],"Consequently,":[100],"simple":[101],"fusion":[102],"strategies":[103],"fall":[105],"short.":[106],"(2)":[107],"\\textbf{Inter-domain":[108],"introduction":[113],"additional":[115],"exacerbates":[117],"domain":[118,171,198],"shifts,":[119],"potentially":[120],"overshadowing":[121],"benefits":[123],"complementary":[125],"fusion.":[126],"To":[127,150],"tackle":[128],"(1),":[129],"we":[130,153],"propose":[131],"alignment":[133,157],"module":[134],"between":[135],"based":[137],"on":[138],"mutual":[139],"information,":[140],"which":[141],"adaptively":[142],"enhances":[143],"favorable":[144],"while":[146],"suppressing":[147],"unfavorable":[148],"ones.":[149],"address":[151],"(2),":[152],"employ":[154],"dual":[156],"optimization":[158],"method":[159],"aligns":[161],"both":[162],"sub-domain":[163],"hyperplanes":[164],"angle":[167],"margins,":[168],"thereby":[169],"mitigating":[170],"gaps.":[172],"Our":[173],"method,":[174],"dubbed":[175],"\\textbf{D}ual":[176],"\\textbf{A}lignment":[177],"\\textbf{D}omain":[179],"\\textbf{M}odality":[181],"(DADM),":[182],"achieves":[183],"state-of-the-art":[184],"performance":[185],"extensive":[187],"experiments":[188],"four":[190],"challenging":[191],"protocols":[192],"demonstrating":[193],"its":[194],"robustness":[195],"generalization":[199],"scenarios.":[200],"codes":[202],"will":[203],"released":[205],"soon.":[206]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-12T00:00:00"}