{"id":"https://openalex.org/W7139943434","doi":"https://doi.org/10.1155/int/3069561","title":"Artificial Intelligence Framework for Universal Quantification of Surficial Anti\u2010Fingerprint Performance","display_name":"Artificial Intelligence Framework for Universal Quantification of Surficial Anti\u2010Fingerprint Performance","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7139943434","doi":"https://doi.org/10.1155/int/3069561"},"language":"en","primary_location":{"id":"doi:10.1155/int/3069561","is_oa":true,"landing_page_url":"https://doi.org/10.1155/int/3069561","pdf_url":null,"source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1155/int/3069561","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5130247255","display_name":"Byunghwa Park","orcid":null},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]},{"id":"https://openalex.org/I4210123907","display_name":"National University College","ror":"https://ror.org/02hs8e066","country_code":"PR","type":"education","lineage":["https://openalex.org/I4210123907"]}],"countries":["KR","PR"],"is_corresponding":false,"raw_author_name":"Byunghwa Park","raw_affiliation_strings":["Department of Mechanical Engineering ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","Institute of Advanced Machines and Design ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","Institute of Engineering Research ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","Seoul National University Energy Initiative ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr"],"raw_orcid":"https://orcid.org/0009-0005-2143-1365","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","institution_ids":["https://openalex.org/I4210123907"]},{"raw_affiliation_string":"Institute of Advanced Machines and Design ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","institution_ids":["https://openalex.org/I4210123907"]},{"raw_affiliation_string":"Institute of Engineering Research ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","institution_ids":["https://openalex.org/I4210123907"]},{"raw_affiliation_string":"Seoul National University Energy Initiative ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","institution_ids":["https://openalex.org/I139264467","https://openalex.org/I4210123907"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130239093","display_name":"Junho Hwang","orcid":null},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]},{"id":"https://openalex.org/I4210123907","display_name":"National University College","ror":"https://ror.org/02hs8e066","country_code":"PR","type":"education","lineage":["https://openalex.org/I4210123907"]}],"countries":["KR","PR"],"is_corresponding":false,"raw_author_name":"Junho Hwang","raw_affiliation_strings":["Department of Mechanical Engineering ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","Institute of Advanced Machines and Design ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","Institute of Engineering Research ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","Seoul National University Energy Initiative ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr"],"raw_orcid":"https://orcid.org/0009-0003-6557-8751","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","institution_ids":["https://openalex.org/I4210123907"]},{"raw_affiliation_string":"Institute of Advanced Machines and Design ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","institution_ids":["https://openalex.org/I4210123907"]},{"raw_affiliation_string":"Institute of Engineering Research ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","institution_ids":["https://openalex.org/I4210123907"]},{"raw_affiliation_string":"Seoul National University Energy Initiative ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","institution_ids":["https://openalex.org/I139264467","https://openalex.org/I4210123907"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5130237215","display_name":"Sangwook Park","orcid":null},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]},{"id":"https://openalex.org/I4210123907","display_name":"National University College","ror":"https://ror.org/02hs8e066","country_code":"PR","type":"education","lineage":["https://openalex.org/I4210123907"]}],"countries":["KR","PR"],"is_corresponding":true,"raw_author_name":"Sangwook Park","raw_affiliation_strings":["Department of Mechanical Engineering ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","Institute of Advanced Machines and Design ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","Institute of Engineering Research ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","Seoul National University Energy Initiative ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr"],"raw_orcid":"https://orcid.org/0000-0003-0939-1696","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","institution_ids":["https://openalex.org/I4210123907"]},{"raw_affiliation_string":"Institute of Advanced Machines and Design ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","institution_ids":["https://openalex.org/I4210123907"]},{"raw_affiliation_string":"Institute of Engineering Research ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","institution_ids":["https://openalex.org/I4210123907"]},{"raw_affiliation_string":"Seoul National University Energy Initiative ,  Seoul National University ,  Seoul ,  08826 ,  Republic of Korea , snu.ac.kr","institution_ids":["https://openalex.org/I139264467","https://openalex.org/I4210123907"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5130237215"],"corresponding_institution_ids":["https://openalex.org/I139264467","https://openalex.org/I4210123907"],"apc_list":{"value":2500,"currency":"USD","value_usd":2500},"apc_paid":{"value":2500,"currency":"USD","value_usd":2500},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.36102672,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2026","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13192","display_name":"Forensic Fingerprint Detection Methods","score":0.9269999861717224,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13192","display_name":"Forensic Fingerprint Detection Methods","score":0.9269999861717224,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10828","display_name":"Biometric Identification and Security","score":0.03700000047683716,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.004699999932199717,"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/fingerprint","display_name":"Fingerprint (computing)","score":0.6689000129699707},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.5928999781608582},{"id":"https://openalex.org/keywords/visibility","display_name":"Visibility","score":0.5658000111579895},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5044999718666077},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.48339998722076416},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4474000036716461},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.44359999895095825}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7269999980926514},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7249000072479248},{"id":"https://openalex.org/C2777826928","wikidata":"https://www.wikidata.org/wiki/Q3745713","display_name":"Fingerprint (computing)","level":2,"score":0.6689000129699707},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.5928999781608582},{"id":"https://openalex.org/C123403432","wikidata":"https://www.wikidata.org/wiki/Q654068","display_name":"Visibility","level":2,"score":0.5658000111579895},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5044999718666077},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.48339998722076416},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4474000036716461},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.44359999895095825},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.43290001153945923},{"id":"https://openalex.org/C78201319","wikidata":"https://www.wikidata.org/wiki/Q685727","display_name":"Grayscale","level":3,"score":0.4025000035762787},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.3801000118255615},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3783000111579895},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36809998750686646},{"id":"https://openalex.org/C168406668","wikidata":"https://www.wikidata.org/wiki/Q178022","display_name":"Fingerprint recognition","level":3,"score":0.3546999990940094},{"id":"https://openalex.org/C115051666","wikidata":"https://www.wikidata.org/wiki/Q6522493","display_name":"Ranging","level":2,"score":0.3456000089645386},{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.2689000070095062},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.2687000036239624},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.2678000032901764},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.26010000705718994}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1155/int/3069561","is_oa":true,"landing_page_url":"https://doi.org/10.1155/int/3069561","pdf_url":null,"source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1155/int/3069561","is_oa":true,"landing_page_url":"https://doi.org/10.1155/int/3069561","pdf_url":null,"source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2754150411","display_name":null,"funder_award_id":"GTL25021-230","funder_id":"https://openalex.org/F4320325370","funder_display_name":"National Research Council of Science and Technology"},{"id":"https://openalex.org/G7517745866","display_name":null,"funder_award_id":"RS-2023-00213633","funder_id":"https://openalex.org/F4320322030","funder_display_name":"Ministry of Science, ICT and Future Planning"},{"id":"https://openalex.org/G8605531508","display_name":null,"funder_award_id":"C2024029824","funder_id":"https://openalex.org/F4320329803","funder_display_name":"LG Electronics"}],"funders":[{"id":"https://openalex.org/F4320321292","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542"},{"id":"https://openalex.org/F4320322030","display_name":"Ministry of Science, ICT and Future Planning","ror":"https://ror.org/032e49973"},{"id":"https://openalex.org/F4320325370","display_name":"National Research Council of Science and Technology","ror":"https://ror.org/058rymf81"},{"id":"https://openalex.org/F4320329803","display_name":"LG Electronics","ror":"https://ror.org/03ddh2c27"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1498436455","https://openalex.org/W1901129140","https://openalex.org/W1983976362","https://openalex.org/W2038761231","https://openalex.org/W2069428670","https://openalex.org/W2104094955","https://openalex.org/W2141273399","https://openalex.org/W2170505850","https://openalex.org/W2194775991","https://openalex.org/W2464708700","https://openalex.org/W2517703940","https://openalex.org/W2549139847","https://openalex.org/W2735481088","https://openalex.org/W2893023183","https://openalex.org/W2901461790","https://openalex.org/W2919115771","https://openalex.org/W2954996726","https://openalex.org/W2963037989","https://openalex.org/W2975634117","https://openalex.org/W2980831059","https://openalex.org/W3006326483","https://openalex.org/W3209509169","https://openalex.org/W4220965832","https://openalex.org/W4367154266","https://openalex.org/W4367841029","https://openalex.org/W4393115925","https://openalex.org/W4401820637","https://openalex.org/W4402049907"],"related_works":[],"abstract_inverted_index":{"Fingerprint":[0],"resistance":[1,38,97,113,168],"in":[2],"consumer":[3,177],"products":[4],"is":[5],"gaining":[6],"prominence,":[7],"necessitating":[8],"reliable":[9,166],"anti\u2010fingerprint":[10],"quantification":[11,98,114],"methods.":[12,21],"Traditional":[13],"approaches":[14],"include":[15],"contact":[16],"angle":[17],"measurements":[18],"and":[19,32,56,74,123,129,142,158,165],"image\u2010based":[20],"However,":[22],"these":[23],"often":[24],"fail":[25],"under":[26],"realistic":[27],"conditions":[28],"due":[29],"to":[30,145],"transparency":[31],"complex":[33,54,128],"textures,":[34],"limiting":[35],"accurate":[36],"fingerprint":[37,85,96,112,167],"quantification.":[39],"Herein,":[40],"we":[41],"propose":[42],"an":[43],"AI\u2010based":[44],"framework":[45,106,162],"inspired":[46],"by":[47,150],"human":[48,102],"vision":[49],"that":[50,134],"distinguishes":[51],"fingerprints":[52],"from":[53,60],"backgrounds":[55],"ranks":[57],"their":[58],"visibility":[59,91,171],"a":[61,66,83],"single":[62],"photographic":[63],"image.":[64],"AW\u2010Net,":[65],"novel":[67],"segmentation":[68],"tool,":[69],"achieves":[70],"99%":[71],"cluster":[72,121],"accuracy":[73,77,122,126],"93%":[75],"pixel":[76,125],"on":[78,127],"glass":[79,144],"surfaces.":[80,179],"We":[81],"introduce":[82],"grayscale":[84],"grading":[86],"metric":[87],"with":[88,101,119],"five":[89,173],"ordinal":[90],"levels,":[92],"enabling":[93],"interpretable,":[94],"scalable":[95],"closely":[99],"aligned":[100],"visual":[103,153],"perception.":[104],"The":[105],"establishes":[107],"its":[108,135],"universal":[109],"applicability":[110],"for":[111],"across":[115,176],"diverse":[116],"material":[117],"classes,":[118],"97%":[120],"90%":[124],"matte":[130],"wood":[131],"surfaces,":[132],"underscoring":[133],"high":[136],"performance":[137],"extends":[138],"beyond":[139],"relatively":[140],"simple":[141],"glossy":[143],"more":[146],"challenging":[147],"substrates.":[148],"Overall,":[149],"integrating":[151],"composite":[152],"cues":[154],"through":[155],"data":[156],"augmentation":[157],"structured":[159],"modeling,":[160],"the":[161],"delivers":[163],"robust":[164],"quantification,":[169],"resolving":[170],"into":[172],"distinct":[174],"levels":[175],"product":[178]},"counts_by_year":[],"updated_date":"2026-06-14T06:11:07.267592","created_date":"2026-03-21T00:00:00"}