{"id":"https://openalex.org/W4413271602","doi":"https://doi.org/10.1007/s44196-025-00892-7","title":"Hybrid Domain Perception Combined With Multi-expert Decoding to Improve Image Forgery Localization","display_name":"Hybrid Domain Perception Combined With Multi-expert Decoding to Improve Image Forgery Localization","publication_year":2025,"publication_date":"2025-07-08","ids":{"openalex":"https://openalex.org/W4413271602","doi":"https://doi.org/10.1007/s44196-025-00892-7"},"language":"en","primary_location":{"id":"doi:10.1007/s44196-025-00892-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-025-00892-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-025-00892-7.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s44196-025-00892-7.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066574717","display_name":"Xuchao Gong","orcid":"https://orcid.org/0000-0002-9783-8410"},"institutions":[{"id":"https://openalex.org/I106994412","display_name":"Sinopec (China)","ror":"https://ror.org/0161q6d74","country_code":"CN","type":"company","lineage":["https://openalex.org/I106994412"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xuchao Gong","raw_affiliation_strings":["Sinopec Shengli Oilfield Branch, 210 Beiyi Road, Dongying, 257100, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sinopec Shengli Oilfield Branch, 210 Beiyi Road, Dongying, 257100, Shandong, China","institution_ids":["https://openalex.org/I106994412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058880760","display_name":"Hongjie Duan","orcid":null},"institutions":[{"id":"https://openalex.org/I106994412","display_name":"Sinopec (China)","ror":"https://ror.org/0161q6d74","country_code":"CN","type":"company","lineage":["https://openalex.org/I106994412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongjie Duan","raw_affiliation_strings":["Sinopec Shengli Oilfield Branch, 210 Beiyi Road, Dongying, 257100, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sinopec Shengli Oilfield Branch, 210 Beiyi Road, Dongying, 257100, Shandong, China","institution_ids":["https://openalex.org/I106994412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067299655","display_name":"Peiying Zhang","orcid":"https://orcid.org/0000-0002-0990-5581"},"institutions":[{"id":"https://openalex.org/I4210112270","display_name":"Qingdao Academy of Intelligent Industries","ror":"https://ror.org/02a0rnh86","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210112270"]},{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]},{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peiying Zhang","raw_affiliation_strings":["Qingdao Institute of Software, College of Computer Science and Technology, China University of Petroleum (East China), 66 Changjiang West Road, Qingdao, 266580, Shandong, China","Shandong Key Laboratory of Intelligent Oil & Gas Industrial Software, 66 Changjiang West Road, Qingdao, 266580, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Qingdao Institute of Software, College of Computer Science and Technology, China University of Petroleum (East China), 66 Changjiang West Road, Qingdao, 266580, Shandong, China","institution_ids":["https://openalex.org/I4210162190","https://openalex.org/I4210128818"]},{"raw_affiliation_string":"Shandong Key Laboratory of Intelligent Oil & Gas Industrial Software, 66 Changjiang West Road, Qingdao, 266580, Shandong, China","institution_ids":["https://openalex.org/I4210112270"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100696824","display_name":"Jian Wang","orcid":"https://orcid.org/0000-0002-4316-932X"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Wang","raw_affiliation_strings":["College of Science, China University of Petroleum (East China), 66 Changjiang West Road, Qingdao, 266580, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science, China University of Petroleum (East China), 66 Changjiang West Road, Qingdao, 266580, Shandong, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100399933","display_name":"Kai Liu","orcid":"https://orcid.org/0000-0002-7331-4727"},"institutions":[{"id":"https://openalex.org/I4210148107","display_name":"Space Engineering University","ror":"https://ror.org/04rj1td02","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210148107"]},{"id":"https://openalex.org/I4210156423","display_name":"National Engineering Research Center for Information Technology in Agriculture","ror":"https://ror.org/04c3j3t84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210156423"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Liu","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology, Tsinghua University, 30 Shuangqing Road, Beijing, 100084, China","State Key Laboratory of Space Network and Communications, Tsinghua University, 30 Shuangqing Road, Beijing, 100084, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology, Tsinghua University, 30 Shuangqing Road, Beijing, 100084, China","institution_ids":["https://openalex.org/I99065089","https://openalex.org/I4210156423"]},{"raw_affiliation_string":"State Key Laboratory of Space Network and Communications, Tsinghua University, 30 Shuangqing Road, Beijing, 100084, China","institution_ids":["https://openalex.org/I4210148107"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100376714","display_name":"Zhaohui Li","orcid":"https://orcid.org/0000-0003-3746-6130"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaohui Li","raw_affiliation_strings":["College of Electronics and Information Engineering, South-Central Minzu University, 182 Minzu Avenue, Wuhan, 430074, Hubei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electronics and Information Engineering, South-Central Minzu University, 182 Minzu Avenue, Wuhan, 430074, Hubei, China","institution_ids":["https://openalex.org/I145897649"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5066574717"],"corresponding_institution_ids":["https://openalex.org/I106994412"],"apc_list":{"value":1390,"currency":"GBP","value_usd":1704},"apc_paid":{"value":1390,"currency":"GBP","value_usd":1704},"fwci":0.7655,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.7371567,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"18","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":1.0,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9642000198364258,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9553999900817871,"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":0.7201536297798157},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.7164121866226196},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.645767867565155},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.6246663331985474},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.6046009063720703},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5862059593200684},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.483104944229126},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.44920220971107483},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15520280599594116},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.14161217212677002},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.12042281031608582}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7201536297798157},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.7164121866226196},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.645767867565155},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.6246663331985474},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.6046009063720703},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5862059593200684},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.483104944229126},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.44920220971107483},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15520280599594116},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.14161217212677002},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.12042281031608582},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44196-025-00892-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-025-00892-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-025-00892-7.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:65ec409dc58e4ef0839f61ea316c6109","is_oa":true,"landing_page_url":"https://doaj.org/article/65ec409dc58e4ef0839f61ea316c6109","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Computational Intelligence Systems, Vol 18, Iss 1, Pp 1-15 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44196-025-00892-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-025-00892-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-025-00892-7.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1243207644","display_name":null,"funder_award_id":"ZR2023LZH017","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G3197070415","display_name":null,"funder_award_id":"62471493","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8308229654","display_name":null,"funder_award_id":"ZR2024MF066","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413271602.pdf","grobid_xml":"https://content.openalex.org/works/W4413271602.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W1570958768","https://openalex.org/W1583837637","https://openalex.org/W1968164921","https://openalex.org/W2071794886","https://openalex.org/W2097506049","https://openalex.org/W2169439181","https://openalex.org/W2324345392","https://openalex.org/W2518397542","https://openalex.org/W2561004319","https://openalex.org/W2603777577","https://openalex.org/W2752015292","https://openalex.org/W2777769595","https://openalex.org/W2786127493","https://openalex.org/W2798117183","https://openalex.org/W2798991696","https://openalex.org/W2800146333","https://openalex.org/W2805774329","https://openalex.org/W2809290718","https://openalex.org/W2884853170","https://openalex.org/W2895129173","https://openalex.org/W2911293880","https://openalex.org/W2911605501","https://openalex.org/W2948407537","https://openalex.org/W2962770929","https://openalex.org/W2962830107","https://openalex.org/W2963447079","https://openalex.org/W2964146055","https://openalex.org/W2970633402","https://openalex.org/W2996683112","https://openalex.org/W3027377338","https://openalex.org/W3035524453","https://openalex.org/W3040573126","https://openalex.org/W3082623289","https://openalex.org/W3100415668","https://openalex.org/W3106990721","https://openalex.org/W3116489684","https://openalex.org/W3118971208","https://openalex.org/W3168822201","https://openalex.org/W3191117306","https://openalex.org/W3207381926","https://openalex.org/W4285603459","https://openalex.org/W4319300003","https://openalex.org/W4392956041","https://openalex.org/W4400285413","https://openalex.org/W4402741054","https://openalex.org/W7014454353"],"related_works":["https://openalex.org/W2161474341","https://openalex.org/W4302615923","https://openalex.org/W3203142394","https://openalex.org/W2351061015","https://openalex.org/W4220731478","https://openalex.org/W1974101135","https://openalex.org/W2017509870","https://openalex.org/W4251141768","https://openalex.org/W2990774877","https://openalex.org/W3093339210"],"abstract_inverted_index":{"With":[0],"the":[1,22,60,65,69,84,88,138],"advancements":[2],"in":[3,17,87,129],"multimedia":[4,162],"software":[5],"and":[6,24,35,50,94,107,119,161],"hardware":[7],"technology,":[8],"image":[9,27,152],"forgery":[10,28,153],"localization":[11],"has":[12],"become":[13],"an":[14,43,127],"important":[15],"challenge":[16],"digital":[18,159],"forensics.":[19],"To":[20],"improve":[21,83],"efficiency":[23],"stability":[25],"of":[26,54,64,71],"detection,":[29],"we":[30,41,75,97],"propose":[31],"a":[32,77,99],"mixed-domain":[33],"perception":[34],"multi-expert":[36],"decoding":[37],"recognition":[38],"model.":[39],"First,":[40],"design":[42],"alignment":[44],"strategy":[45,57],"that":[46,122,145],"utilizes":[47],"both":[48],"RGB":[49],"frequency":[51],"domain":[52],"information":[53],"images.":[55],"This":[56],"adapts":[58],"to":[59,82,104,134,137,149],"multi-dimensional":[61],"distribution":[62],"characteristics":[63],"original":[66],"data,":[67],"enhancing":[68],"discrimination":[70],"tampered":[72,110],"regions.":[73,111],"Next,":[74],"employ":[76],"hybrid":[78],"expert":[79],"modeling":[80],"approach":[81,147],"model\u2019s":[85],"robustness":[86],"representation":[89],"space":[90],"through":[91],"feature":[92],"selection":[93],"recombination.":[95],"Additionally,":[96],"introduce":[98],"region-weighted":[100],"contrastive":[101],"learning":[102],"method":[103],"better":[105],"localize":[106],"focus":[108],"on":[109,113],"Experiments":[112],"four":[114],"datasets":[115],"(CASIA,":[116],"NIST,":[117],"COVERAGE,":[118],"IMD)":[120],"show":[121],"our":[123,146],"proposed":[124],"model":[125],"achieves":[126],"improvement":[128],"AUC":[130],"ranging":[131],"from":[132],"0.15":[133],"1.9%":[135],"compared":[136],"existing":[139],"advanced":[140],"methods.":[141],"These":[142],"results":[143],"indicate":[144],"contributes":[148],"more":[150],"accurate":[151],"localization,":[154],"offering":[155],"potential":[156],"benefits":[157],"for":[158],"forensics":[160],"security":[163],"applications.":[164]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
