{"id":"https://openalex.org/W4415708473","doi":"https://doi.org/10.1109/icme59968.2025.11209369","title":"PSFD: Proactive Spatial-Frequency Defense against Malicious Exemplar-Guided Image Editing","display_name":"PSFD: Proactive Spatial-Frequency Defense against Malicious Exemplar-Guided Image Editing","publication_year":2025,"publication_date":"2025-06-30","ids":{"openalex":"https://openalex.org/W4415708473","doi":"https://doi.org/10.1109/icme59968.2025.11209369"},"language":null,"primary_location":{"id":"doi:10.1109/icme59968.2025.11209369","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme59968.2025.11209369","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-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/A5055477708","display_name":"Li Zeng","orcid":"https://orcid.org/0000-0003-3242-2286"},"institutions":[{"id":"https://openalex.org/I4610292","display_name":"Xiangtan University","ror":"https://ror.org/00xsfaz62","country_code":"CN","type":"education","lineage":["https://openalex.org/I4610292"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Li Zeng","raw_affiliation_strings":["Xiangtan University,Xiangtan,China"],"affiliations":[{"raw_affiliation_string":"Xiangtan University,Xiangtan,China","institution_ids":["https://openalex.org/I4610292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101405151","display_name":"Xiaofei Mo","orcid":"https://orcid.org/0000-0002-8633-4188"},"institutions":[{"id":"https://openalex.org/I4610292","display_name":"Xiangtan University","ror":"https://ror.org/00xsfaz62","country_code":"CN","type":"education","lineage":["https://openalex.org/I4610292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaojun Mo","raw_affiliation_strings":["Xiangtan University,Xiangtan,China"],"affiliations":[{"raw_affiliation_string":"Xiangtan University,Xiangtan,China","institution_ids":["https://openalex.org/I4610292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102885852","display_name":"Meng Xie","orcid":"https://orcid.org/0000-0002-6789-6273"},"institutions":[{"id":"https://openalex.org/I4610292","display_name":"Xiangtan University","ror":"https://ror.org/00xsfaz62","country_code":"CN","type":"education","lineage":["https://openalex.org/I4610292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Xie","raw_affiliation_strings":["Xiangtan University,Xiangtan,China"],"affiliations":[{"raw_affiliation_string":"Xiangtan University,Xiangtan,China","institution_ids":["https://openalex.org/I4610292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036365195","display_name":"Hangtao Zhang","orcid":"https://orcid.org/0000-0002-6805-6401"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hangtao Zhang","raw_affiliation_strings":["Huazhong University of Science and Technology,Wuhan,China"],"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology,Wuhan,China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100621835","display_name":"Yi-Xiang Liu","orcid":"https://orcid.org/0000-0001-7798-1028"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yixiang Liu","raw_affiliation_strings":["Southern University of Science and Technology,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,Shenzhen,China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103130093","display_name":"Yihong Peng","orcid":"https://orcid.org/0000-0002-3603-8014"},"institutions":[{"id":"https://openalex.org/I4610292","display_name":"Xiangtan University","ror":"https://ror.org/00xsfaz62","country_code":"CN","type":"education","lineage":["https://openalex.org/I4610292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yezhuo Peng","raw_affiliation_strings":["Xiangtan University,Xiangtan,China"],"affiliations":[{"raw_affiliation_string":"Xiangtan University,Xiangtan,China","institution_ids":["https://openalex.org/I4610292"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085709581","display_name":"Yanchun Li","orcid":"https://orcid.org/0000-0002-2754-9883"},"institutions":[{"id":"https://openalex.org/I4610292","display_name":"Xiangtan University","ror":"https://ror.org/00xsfaz62","country_code":"CN","type":"education","lineage":["https://openalex.org/I4610292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanchun Li","raw_affiliation_strings":["Xiangtan University,Xiangtan,China"],"affiliations":[{"raw_affiliation_string":"Xiangtan University,Xiangtan,China","institution_ids":["https://openalex.org/I4610292"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5055477708"],"corresponding_institution_ids":["https://openalex.org/I4610292"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17533747,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.7175999879837036,"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":0.7175999879837036,"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":0.2037999927997589,"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":0.01899999938905239,"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":0.5507000088691711},{"id":"https://openalex.org/keywords/forcing","display_name":"Forcing (mathematics)","score":0.5371000170707703},{"id":"https://openalex.org/keywords/image-editing","display_name":"Image editing","score":0.5027999877929688},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4943999946117401},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.47350001335144043},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3700000047683716},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.36739999055862427}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7566999793052673},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.5507000088691711},{"id":"https://openalex.org/C197115733","wikidata":"https://www.wikidata.org/wiki/Q1003136","display_name":"Forcing (mathematics)","level":2,"score":0.5371000170707703},{"id":"https://openalex.org/C2776674983","wikidata":"https://www.wikidata.org/wiki/Q545981","display_name":"Image editing","level":3,"score":0.5027999877929688},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4943999946117401},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.47350001335144043},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40139999985694885},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3700000047683716},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.36739999055862427},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3564999997615814},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.34389999508857727},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.33309999108314514},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.28519999980926514},{"id":"https://openalex.org/C2778738651","wikidata":"https://www.wikidata.org/wiki/Q16546687","display_name":"Novelty","level":2,"score":0.2842000126838684},{"id":"https://openalex.org/C140547941","wikidata":"https://www.wikidata.org/wiki/Q7797194","display_name":"Threat model","level":2,"score":0.2815000116825104},{"id":"https://openalex.org/C135798126","wikidata":"https://www.wikidata.org/wiki/Q2167279","display_name":"Top-down and bottom-up design","level":2,"score":0.28029999136924744},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2768000066280365},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.27090001106262207}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme59968.2025.11209369","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme59968.2025.11209369","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W4312740349","https://openalex.org/W4385271055","https://openalex.org/W4385768086","https://openalex.org/W4386083141","https://openalex.org/W4387967929","https://openalex.org/W4390706293","https://openalex.org/W4390872351","https://openalex.org/W4390873054","https://openalex.org/W4390873235","https://openalex.org/W4392173846","https://openalex.org/W4392285359","https://openalex.org/W4402643129","https://openalex.org/W4402753859","https://openalex.org/W4408155387","https://openalex.org/W4408353107","https://openalex.org/W4409366619","https://openalex.org/W4413156607"],"related_works":[],"abstract_inverted_index":{"Diffusion":[0],"models":[1],"has":[2],"threatened":[3],"image":[4,59,97],"authenticity":[5],"by":[6,15,90],"enabling":[7],"highly":[8],"realistic":[9],"fakes.":[10],"Proactive":[11,49],"defense":[12,56],"offers":[13],"protection":[14],"adding":[16],"a":[17,53],"\"protective":[18],"layer\"":[19],"that":[20,119,127],"resists":[21],"such":[22],"manipulation.":[23],"However,":[24],"current":[25],"proactive":[26,55],"defenses":[27],"mainly":[28],"focus":[29],"on":[30,136],"text-guided":[31],"editing":[32,132],"but":[33],"are":[34],"less":[35],"effective":[36],"for":[37,57],"the":[38,80,96,104,109],"more":[39],"challenging":[40],"exemplar-guided":[41,58],"tasks.":[42],"To":[43],"bridge":[44],"this":[45],"gap,":[46],"we":[47],"propose":[48],"Spatial-Frequency":[50],"Defense":[51],"(PSFD),":[52],"novel":[54],"editing.":[60,74],"PSFD":[61],"leverages":[62],"adversarial":[63],"attack":[64],"to":[65,69,73,94,98,107,121,129],"add":[66],"subtle":[67],"perturbations":[68],"make":[70],"images":[71],"immune":[72],"We":[75,113],"apply":[76],"protections":[77],"in":[78],"both":[79],"frequency":[81],"and":[82,125,138,145],"spatial":[83],"domains.":[84],"Spatial":[85],"perturbation":[86,102],"disrupts":[87],"feature":[88],"extraction":[89],"forcing":[91],"visual":[92],"encoders":[93],"map":[95],"\"bad\"":[99],"representations.":[100],"Frequency":[101],"tweaks":[103],"high-frequency":[105],"components":[106],"distort":[108],"image\u2019s":[110],"texture":[111],"information.":[112],"design":[114],"two":[115],"optimization":[116],"strategies:":[117],"PSFD-U":[118],"aims":[120],"generate":[122],"maximal":[123],"variation":[124],"PSFD-T":[126],"seeks":[128],"achieve":[130],"specific":[131],"styles.":[133],"Extensive":[134],"experiments":[135],"MS-COCO":[137],"ImageNet":[139],"demonstrate":[140],"PSFD\u2019s":[141],"strong":[142],"defensive":[143],"capabilities":[144],"transferability.":[146]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-30T00:00:00"}
