{"id":"https://openalex.org/W4402743238","doi":"https://doi.org/10.1109/tifs.2024.3465930","title":"IFAST: Weakly Supervised Interpretable Face Anti-Spoofing From Single-Shot Binocular NIR Images","display_name":"IFAST: Weakly Supervised Interpretable Face Anti-Spoofing From Single-Shot Binocular NIR Images","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4402743238","doi":"https://doi.org/10.1109/tifs.2024.3465930"},"language":"en","primary_location":{"id":"doi:10.1109/tifs.2024.3465930","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tifs.2024.3465930","pdf_url":null,"source":{"id":"https://openalex.org/S61310614","display_name":"IEEE Transactions on Information Forensics and Security","issn_l":"1556-6013","issn":["1556-6013","1556-6021"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Information Forensics and Security","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/A5018173125","display_name":"Jiancheng Huang","orcid":"https://orcid.org/0000-0003-2826-9231"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiancheng Huang","raw_affiliation_strings":["Shenzhen Key Laboratory of Computer Vision and Pattern Recognition, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","Shenzhen Institute of Advanced Technology, ShenZhen Key Lab of Computer Vision and Pattern Recognition,, Chinese Academy of Sciences, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-2826-9231","affiliations":[{"raw_affiliation_string":"Shenzhen Key Laboratory of Computer Vision and Pattern Recognition, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]},{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, ShenZhen Key Lab of Computer Vision and Pattern Recognition,, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Donghao Zhou","orcid":"https://orcid.org/0009-0005-2775-9759"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Donghao Zhou","raw_affiliation_strings":["Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong, China","The Chinese University of Hong Kong, Hong Kong, China"],"raw_orcid":"https://orcid.org/0009-0005-2775-9759","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I177725633"]},{"raw_affiliation_string":"The Chinese University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039205892","display_name":"Jianzhuang Liu","orcid":"https://orcid.org/0000-0002-7960-9382"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianzhuang Liu","raw_affiliation_strings":["Shenzhen Key Laboratory of Computer Vision and Pattern Recognition, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","Shenzhen Institute of Advanced Technology, ShenZhen Key Lab of Computer Vision and Pattern Recognition,, Chinese Academy of Sciences, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-7960-9382","affiliations":[{"raw_affiliation_string":"Shenzhen Key Laboratory of Computer Vision and Pattern Recognition, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]},{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, ShenZhen Key Lab of Computer Vision and Pattern Recognition,, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104266561","display_name":"Linxiao Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linxiao Shi","raw_affiliation_strings":["Shenzhen Key Laboratory of Computer Vision and Pattern Recognition, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","Shenzhen Institute of Advanced Technology, ShenZhen Key Lab of Computer Vision and Pattern Recognition,, Chinese Academy of Sciences, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Key Laboratory of Computer Vision and Pattern Recognition, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]},{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, ShenZhen Key Lab of Computer Vision and Pattern Recognition,, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019433605","display_name":"Shifeng Chen","orcid":"https://orcid.org/0000-0003-0677-7358"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shifeng Chen","raw_affiliation_strings":["Shenzhen Key Laboratory of Computer Vision and Pattern Recognition, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","Shenzhen Institute of Advanced Technology, ShenZhen Key Lab of Computer Vision and Pattern Recognition,, Chinese Academy of Sciences, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-0677-7358","affiliations":[{"raw_affiliation_string":"Shenzhen Key Laboratory of Computer Vision and Pattern Recognition, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]},{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, ShenZhen Key Lab of Computer Vision and Pattern Recognition,, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0764,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.76215385,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"19","issue":null,"first_page":"9270","last_page":"9284"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10828","display_name":"Biometric Identification and Security","score":0.9896000027656555,"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":0.9896000027656555,"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":0.9828000068664551,"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/computer-science","display_name":"Computer science","score":0.7914564609527588},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7480294108390808},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6506358981132507},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.6044073700904846},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.5895220637321472},{"id":"https://openalex.org/keywords/one-shot","display_name":"One shot","score":0.5763217210769653},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5310476422309875},{"id":"https://openalex.org/keywords/facial-recognition-system","display_name":"Facial recognition system","score":0.47553491592407227},{"id":"https://openalex.org/keywords/spoofing-attack","display_name":"Spoofing attack","score":0.4713073670864105},{"id":"https://openalex.org/keywords/single-shot","display_name":"Single shot","score":0.4506150484085083},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.12318667769432068},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.10120046138763428},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07349488139152527}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7914564609527588},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7480294108390808},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6506358981132507},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.6044073700904846},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.5895220637321472},{"id":"https://openalex.org/C2992734406","wikidata":"https://www.wikidata.org/wiki/Q413267","display_name":"One shot","level":2,"score":0.5763217210769653},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5310476422309875},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.47553491592407227},{"id":"https://openalex.org/C167900197","wikidata":"https://www.wikidata.org/wiki/Q11081100","display_name":"Spoofing attack","level":2,"score":0.4713073670864105},{"id":"https://openalex.org/C3019835501","wikidata":"https://www.wikidata.org/wiki/Q1310130","display_name":"Single shot","level":2,"score":0.4506150484085083},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.12318667769432068},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.10120046138763428},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07349488139152527},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tifs.2024.3465930","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tifs.2024.3465930","pdf_url":null,"source":{"id":"https://openalex.org/S61310614","display_name":"IEEE Transactions on Information Forensics and Security","issn_l":"1556-6013","issn":["1556-6013","1556-6021"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Information Forensics and Security","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1839016840","display_name":null,"funder_award_id":"JCYJ20200109114835623","funder_id":"https://openalex.org/F4320326705","funder_display_name":"Science, Technology and Innovation Commission of Shenzhen Municipality"},{"id":"https://openalex.org/G4889099426","display_name":null,"funder_award_id":"JSGG20220831105002004","funder_id":"https://openalex.org/F4320336569","funder_display_name":"Shenzhen Science and Technology Innovation Program"},{"id":"https://openalex.org/G6770478193","display_name":null,"funder_award_id":"JSGG20220831105002004","funder_id":"https://openalex.org/F4320326705","funder_display_name":"Science, Technology and Innovation Commission of Shenzhen Municipality"}],"funders":[{"id":"https://openalex.org/F4320326705","display_name":"Science, Technology and Innovation Commission of Shenzhen Municipality","ror":null},{"id":"https://openalex.org/F4320336569","display_name":"Shenzhen Science and Technology Innovation Program","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":121,"referenced_works":["https://openalex.org/W1566413196","https://openalex.org/W1602129629","https://openalex.org/W1955055330","https://openalex.org/W1982209341","https://openalex.org/W2003092530","https://openalex.org/W2013661714","https://openalex.org/W2035372623","https://openalex.org/W2085810284","https://openalex.org/W2106947945","https://openalex.org/W2109945314","https://openalex.org/W2117248802","https://openalex.org/W2126074213","https://openalex.org/W2133665775","https://openalex.org/W2136975665","https://openalex.org/W2144041313","https://openalex.org/W2148534289","https://openalex.org/W2153288431","https://openalex.org/W2194775991","https://openalex.org/W2259424905","https://openalex.org/W2341318667","https://openalex.org/W2368383431","https://openalex.org/W2417434257","https://openalex.org/W2418633638","https://openalex.org/W2422409530","https://openalex.org/W2482241782","https://openalex.org/W2512660057","https://openalex.org/W2531409750","https://openalex.org/W2560788656","https://openalex.org/W2604145683","https://openalex.org/W2604231069","https://openalex.org/W2607927535","https://openalex.org/W2617869948","https://openalex.org/W2728977829","https://openalex.org/W2739060149","https://openalex.org/W2787613668","https://openalex.org/W2883040756","https://openalex.org/W2884561390","https://openalex.org/W2889058905","https://openalex.org/W2910379106","https://openalex.org/W2913468054","https://openalex.org/W2914785018","https://openalex.org/W2946566846","https://openalex.org/W2949699261","https://openalex.org/W2950496566","https://openalex.org/W2956066883","https://openalex.org/W2962690890","https://openalex.org/W2963617879","https://openalex.org/W2963619659","https://openalex.org/W2964003763","https://openalex.org/W2964245886","https://openalex.org/W2970447235","https://openalex.org/W2989906233","https://openalex.org/W2993749345","https://openalex.org/W2999711171","https://openalex.org/W3034530552","https://openalex.org/W3034594921","https://openalex.org/W3034600477","https://openalex.org/W3035387557","https://openalex.org/W3035459165","https://openalex.org/W3037984277","https://openalex.org/W3040160982","https://openalex.org/W3043008108","https://openalex.org/W3044338123","https://openalex.org/W3045675435","https://openalex.org/W3083548084","https://openalex.org/W3086519949","https://openalex.org/W3087980862","https://openalex.org/W3088911076","https://openalex.org/W3094861582","https://openalex.org/W3096678291","https://openalex.org/W3097803103","https://openalex.org/W3104300620","https://openalex.org/W3112444857","https://openalex.org/W3113048882","https://openalex.org/W3116054336","https://openalex.org/W3121127014","https://openalex.org/W3124566594","https://openalex.org/W3132178755","https://openalex.org/W3139414251","https://openalex.org/W3174133171","https://openalex.org/W3175452902","https://openalex.org/W3183943918","https://openalex.org/W3188354902","https://openalex.org/W3203092022","https://openalex.org/W3203625766","https://openalex.org/W3207485660","https://openalex.org/W4200581357","https://openalex.org/W4200631540","https://openalex.org/W4206560174","https://openalex.org/W4206584038","https://openalex.org/W4220880302","https://openalex.org/W4221153153","https://openalex.org/W4224236641","https://openalex.org/W4225243029","https://openalex.org/W4225678970","https://openalex.org/W4226036659","https://openalex.org/W4226078024","https://openalex.org/W4226291055","https://openalex.org/W4281959324","https://openalex.org/W4285061161","https://openalex.org/W4285206987","https://openalex.org/W4285254934","https://openalex.org/W4287825176","https://openalex.org/W4289860929","https://openalex.org/W4293370654","https://openalex.org/W4306832857","https://openalex.org/W4312349930","https://openalex.org/W4312402191","https://openalex.org/W4312508018","https://openalex.org/W4312678820","https://openalex.org/W4312836647","https://openalex.org/W4312871721","https://openalex.org/W4312881242","https://openalex.org/W4313160444","https://openalex.org/W4318693492","https://openalex.org/W4319594857","https://openalex.org/W4352996076","https://openalex.org/W4364322732","https://openalex.org/W4385245566","https://openalex.org/W4385805084","https://openalex.org/W4386083106"],"related_works":["https://openalex.org/W3142396426","https://openalex.org/W2471333042","https://openalex.org/W3012240659","https://openalex.org/W2497720472","https://openalex.org/W4292659306","https://openalex.org/W2955491601","https://openalex.org/W4396643691","https://openalex.org/W146529714","https://openalex.org/W4402383816","https://openalex.org/W2316500695"],"abstract_inverted_index":{"Single-shot":[0],"face":[1,10,106],"anti-spoofing":[2],"(FAS)":[3],"is":[4,43,191],"a":[5,24,92,148,157],"key":[6],"technique":[7],"for":[8,70],"securing":[9],"recognition":[11],"systems,":[12],"relying":[13],"solely":[14],"on":[15,77,176,184],"static":[16],"images":[17,42,48],"as":[18],"input.":[19],"However,":[20],"single-shot":[21,47,62,182],"FAS":[22,39,63,74,115,183],"remains":[23],"challenging":[25],"and":[26,46,73,90,107,111],"under-explored":[27],"problem":[28],"due":[29],"to":[30,66,123,152,161],"two":[31],"reasons:":[32],"1)":[33],"On":[34,57],"the":[35,58,134,163],"data":[36],"side,":[37,60],"learning":[38],"from":[40],"RGB":[41],"largely":[44],"context-dependent,":[45],"without":[49],"additional":[50],"annotations":[51],"contain":[52],"limited":[53],"semantic":[54],"information.":[55],"2)":[56],"model":[59],"existing":[61],"models":[64],"struggle":[65],"provide":[67],"proper":[68],"evidence":[69],"their":[71],"decisions,":[72],"methods":[75],"based":[76],"depth":[78],"estimation":[79,137],"require":[80],"expensive":[81],"per-pixel":[82],"annotations.":[83],"To":[84],"address":[85],"these":[86],"issues,":[87],"we":[88,146],"construct":[89],"release":[91],"large":[93],"binocular":[94,185],"NIR":[95,186],"image":[96],"dataset":[97],"named":[98],"BNI-FAS,":[99,177],"which":[100],"contains":[101],"more":[102],"than":[103],"300,000":[104],"real":[105],"plane":[108],"attack":[109],"images,":[110],"propose":[112],"an":[113],"Interpretable":[114],"Transformer":[116,138],"(IFAST)":[117],"that":[118,170],"requires":[119],"only":[120],"weak":[121],"supervision":[122],"produce":[124],"interpretable":[125],"predictions.":[126],"Our":[127],"IFAST":[128,172],"generates":[129],"pixel-wise":[130],"disparity":[131,136],"maps":[132],"using":[133],"proposed":[135],"with":[139,156],"Dynamic":[140],"Matching":[141],"Attention":[142],"(DMA)":[143],"blocks.":[144],"Besides,":[145],"design":[147],"confidence":[149],"map":[150],"generator":[151],"work":[153],"in":[154],"tandem":[155],"dual-teacher":[158],"distillation":[159],"module":[160],"obtain":[162],"final":[164],"discriminant":[165],"results.":[166],"Comprehensive":[167],"experiments":[168],"show":[169],"our":[171],"achieves":[173],"state-of-the-art":[174],"performance":[175],"verifying":[178],"its":[179],"effectiveness":[180],"of":[181],"images.":[187],"The":[188],"project":[189],"page":[190],"available":[192],"at":[193],"<uri":[194],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[195],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://ifast-bni.github.io/</uri>.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
