{"id":"https://openalex.org/W4403488140","doi":"https://doi.org/10.3233/faia240643","title":"Artwork Protection Against Neural Style Transfer Using Locally Adaptive Adversarial Color Attack","display_name":"Artwork Protection Against Neural Style Transfer Using Locally Adaptive Adversarial Color Attack","publication_year":2024,"publication_date":"2024-10-16","ids":{"openalex":"https://openalex.org/W4403488140","doi":"https://doi.org/10.3233/faia240643"},"language":"en","primary_location":{"id":"doi:10.3233/faia240643","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240643","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240643","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240643","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038495575","display_name":"Zhongliang Guo","orcid":"https://orcid.org/0000-0002-6025-3021"},"institutions":[{"id":"https://openalex.org/I16835326","display_name":"University of St Andrews","ror":"https://ror.org/02wn5qz54","country_code":"GB","type":"education","lineage":["https://openalex.org/I16835326"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zhongliang Guo","raw_affiliation_strings":["University of St Andrews"],"raw_orcid":"https://orcid.org/0000-0002-6025-3021","affiliations":[{"raw_affiliation_string":"University of St Andrews","institution_ids":["https://openalex.org/I16835326"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013743092","display_name":"Junhao Dong","orcid":"https://orcid.org/0000-0002-9150-3388"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Junhao Dong","raw_affiliation_strings":["Nanyang Technological University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075030149","display_name":"Yifei Qian","orcid":"https://orcid.org/0000-0003-2881-1422"},"institutions":[{"id":"https://openalex.org/I16835326","display_name":"University of St Andrews","ror":"https://ror.org/02wn5qz54","country_code":"GB","type":"education","lineage":["https://openalex.org/I16835326"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yifei Qian","raw_affiliation_strings":["University of St Andrews"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of St Andrews","institution_ids":["https://openalex.org/I16835326"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100619525","display_name":"Kaixuan Wang","orcid":"https://orcid.org/0000-0001-9210-0233"},"institutions":[{"id":"https://openalex.org/I16835326","display_name":"University of St Andrews","ror":"https://ror.org/02wn5qz54","country_code":"GB","type":"education","lineage":["https://openalex.org/I16835326"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Kaixuan Wang","raw_affiliation_strings":["University of St Andrews"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of St Andrews","institution_ids":["https://openalex.org/I16835326"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075673332","display_name":"Weiye Li","orcid":null},"institutions":[{"id":"https://openalex.org/I16835326","display_name":"University of St Andrews","ror":"https://ror.org/02wn5qz54","country_code":"GB","type":"education","lineage":["https://openalex.org/I16835326"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Weiye Li","raw_affiliation_strings":["University of St Andrews"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of St Andrews","institution_ids":["https://openalex.org/I16835326"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102981924","display_name":"Ziheng Guo","orcid":"https://orcid.org/0000-0002-2879-0214"},"institutions":[{"id":"https://openalex.org/I16835326","display_name":"University of St Andrews","ror":"https://ror.org/02wn5qz54","country_code":"GB","type":"education","lineage":["https://openalex.org/I16835326"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ziheng Guo","raw_affiliation_strings":["University of St Andrews"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of St Andrews","institution_ids":["https://openalex.org/I16835326"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100692602","display_name":"Yuheng Wang","orcid":"https://orcid.org/0000-0003-3335-8706"},"institutions":[{"id":"https://openalex.org/I16835326","display_name":"University of St Andrews","ror":"https://ror.org/02wn5qz54","country_code":"GB","type":"education","lineage":["https://openalex.org/I16835326"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yuheng Wang","raw_affiliation_strings":["University of St Andrews"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of St Andrews","institution_ids":["https://openalex.org/I16835326"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047237748","display_name":"Yanli Li","orcid":"https://orcid.org/0000-0001-9842-2209"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yanli Li","raw_affiliation_strings":["University of Sydney"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sydney","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020799762","display_name":"Ognjen Arandjelovi\u0107","orcid":"https://orcid.org/0000-0002-9314-194X"},"institutions":[{"id":"https://openalex.org/I16835326","display_name":"University of St Andrews","ror":"https://ror.org/02wn5qz54","country_code":"GB","type":"education","lineage":["https://openalex.org/I16835326"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ognjen Arandjelovi\u0107","raw_affiliation_strings":["University of St Andrews"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of St Andrews","institution_ids":["https://openalex.org/I16835326"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101997714","display_name":"Lei Fang","orcid":"https://orcid.org/0000-0001-8573-860X"},"institutions":[{"id":"https://openalex.org/I16835326","display_name":"University of St Andrews","ror":"https://ror.org/02wn5qz54","country_code":"GB","type":"education","lineage":["https://openalex.org/I16835326"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Lei Fang","raw_affiliation_strings":["University of St Andrews"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of St Andrews","institution_ids":["https://openalex.org/I16835326"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":10,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.8378,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.95672136,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.982699990272522,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.982699990272522,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.9812999963760376,"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/adversarial-system","display_name":"Adversarial system","score":0.65911465883255},{"id":"https://openalex.org/keywords/style","display_name":"Style (visual arts)","score":0.6510334014892578},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.48482242226600647},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4184209704399109},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.39795076847076416},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3429316282272339},{"id":"https://openalex.org/keywords/communication","display_name":"Communication","score":0.33119791746139526},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.3111110329627991},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.29901424050331116},{"id":"https://openalex.org/keywords/visual-arts","display_name":"Visual arts","score":0.2558354139328003}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.65911465883255},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.6510334014892578},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48482242226600647},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4184209704399109},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.39795076847076416},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3429316282272339},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.33119791746139526},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.3111110329627991},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.29901424050331116},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.2558354139328003}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia240643","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240643","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240643","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.3233/faia240643","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240643","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240643","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[{"score":0.8199999928474426,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403488140.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2502115930","https://openalex.org/W2482350142","https://openalex.org/W4246396837","https://openalex.org/W3126451824","https://openalex.org/W1561927205","https://openalex.org/W3191453585","https://openalex.org/W4297672492","https://openalex.org/W4310988119","https://openalex.org/W4285226279","https://openalex.org/W4288019534"],"abstract_inverted_index":{"Neural":[0],"style":[1,10,54,192],"transfer":[2,55],"(NST)":[3],"generates":[4],"new":[5],"images":[6,176],"by":[7,56,220],"combining":[8],"the":[9,15,32,64,71,84,90,104,115,130,141,150,158,163,172,195,216,221,226],"of":[11,17,34,66,73,93,100,119,132,143,152,175,223],"one":[12],"image":[13],"with":[14,205],"content":[16],"another.":[18],"However,":[19],"unauthorized":[20,53],"NST":[21,94,122,185,224],"can":[22,197],"exploit":[23],"artwork,":[24],"raising":[25],"concerns":[26],"about":[27],"artists\u2019":[28],"rights":[29],"and":[30,70,178,194],"motivating":[31],"development":[33],"proactive":[35],"protection":[36],"methods.":[37],"We":[38],"propose":[39,162],"Locally":[40],"Adaptive":[41],"Adversarial":[42],"Color":[43,165],"Attack":[44],"(LAACA),":[45],"empowering":[46],"artists":[47,204],"to":[48,170,208],"protect":[49],"their":[50,210],"artwork":[51],"from":[52,113],"processing":[57],"before":[58],"public":[59],"release.":[60],"By":[61,202],"delving":[62],"into":[63],"intricacies":[65],"human":[67],"visual":[68,101],"perception":[69],"role":[72],"different":[74],"frequency":[75],"components,":[76],"our":[77,213],"method":[78],"strategically":[79],"introduces":[80],"frequency-adaptive":[81],"perturbations":[82,87],"in":[83,103,135,149,189,225],"image.":[85],"These":[86],"significantly":[88],"degrade":[89],"generation":[91,123],"quality":[92,142],"while":[95],"maintaining":[96],"an":[97],"acceptable":[98],"level":[99],"change":[102],"original":[105],"image,":[106],"ensuring":[107],"that":[108,183],"potential":[109],"infringers":[110],"are":[111],"discouraged":[112],"using":[114,186],"protected":[116],"artworks,":[117],"because":[118],"its":[120],"bad":[121],"quality.":[124],"Additionally,":[125],"existing":[126],"metrics":[127],"often":[128],"overlook":[129],"importance":[131],"color":[133,173],"fidelity":[134],"evaluating":[136],"color-mattered":[137,159,200],"tasks,":[138,160],"such":[139],"as":[140],"NST-generated":[144],"images,":[145],"which":[146],"is":[147],"crucial":[148],"context":[151],"artistic":[153],"works.":[154],"To":[155],"comprehensively":[156],"assess":[157],"we":[161],"Aesthetic":[164],"Distance":[166],"Metric":[167],"(ACDM),":[168],"designed":[169],"quantify":[171],"difference":[174],"pre-":[177],"post-manipulations.":[179],"Experimental":[180],"results":[181,188],"confirm":[182],"attacking":[184],"LAACA":[187],"visually":[190],"inferior":[191],"transfer,":[193],"ACDM":[196],"efficiently":[198],"measure":[199],"tasks.":[201],"providing":[203],"a":[206],"tool":[207],"safeguard":[209],"intellectual":[211],"property,":[212],"work":[214],"relieves":[215],"socio-technical":[217],"challenges":[218],"posed":[219],"misuse":[222],"art":[227],"community.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}