{"id":"https://openalex.org/W4401991076","doi":"https://doi.org/10.1109/tim.2024.3451570","title":"DAE-Net: Dual Attention Mechanism and Edge Supervision Network for Image Manipulation Detection and Localization","display_name":"DAE-Net: Dual Attention Mechanism and Edge Supervision Network for Image Manipulation Detection and Localization","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4401991076","doi":"https://doi.org/10.1109/tim.2024.3451570"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3451570","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3451570","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Instrumentation and Measurement","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/A5101832897","display_name":"Chunyin Shi","orcid":"https://orcid.org/0009-0005-9045-195X"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunyin Shi","raw_affiliation_strings":["School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, China"],"raw_orcid":"https://orcid.org/0009-0005-9045-195X","affiliations":[{"raw_affiliation_string":"School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015144801","display_name":"Chengyou Wang","orcid":"https://orcid.org/0000-0002-0901-2492"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengyou Wang","raw_affiliation_strings":["School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, China"],"raw_orcid":"https://orcid.org/0000-0002-0901-2492","affiliations":[{"raw_affiliation_string":"School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036693904","display_name":"Xiao Zhou","orcid":"https://orcid.org/0000-0002-1331-7379"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Zhou","raw_affiliation_strings":["School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, China"],"raw_orcid":"https://orcid.org/0000-0002-1331-7379","affiliations":[{"raw_affiliation_string":"School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066934378","display_name":"Zhiliang Qin","orcid":"https://orcid.org/0000-0001-5068-8657"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiliang Qin","raw_affiliation_strings":["School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, China"],"raw_orcid":"https://orcid.org/0000-0001-5068-8657","affiliations":[{"raw_affiliation_string":"School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, China","institution_ids":["https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I154099455"],"apc_list":{"value":2645,"currency":"USD","value_usd":2645},"apc_paid":null,"fwci":3.0975,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.9306143,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"73","issue":null,"first_page":"1","last_page":"17"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9968000054359436,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9873999953269958,"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/mechanism","display_name":"Mechanism (biology)","score":0.6527385711669922},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.650466799736023},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5927188396453857},{"id":"https://openalex.org/keywords/edge-detection","display_name":"Edge detection","score":0.5837144255638123},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5447907447814941},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5235533118247986},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5076159238815308},{"id":"https://openalex.org/keywords/net","display_name":"Net (polyhedron)","score":0.47087061405181885},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4429028630256653},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.3630693554878235},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.164585143327713},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16307100653648376}],"concepts":[{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.6527385711669922},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.650466799736023},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5927188396453857},{"id":"https://openalex.org/C193536780","wikidata":"https://www.wikidata.org/wiki/Q1513153","display_name":"Edge detection","level":4,"score":0.5837144255638123},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5447907447814941},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5235533118247986},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5076159238815308},{"id":"https://openalex.org/C14166107","wikidata":"https://www.wikidata.org/wiki/Q253829","display_name":"Net (polyhedron)","level":2,"score":0.47087061405181885},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4429028630256653},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.3630693554878235},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.164585143327713},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16307100653648376},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2024.3451570","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3451570","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2583880706","display_name":null,"funder_award_id":"A23264","funder_id":"https://openalex.org/F4320333622","funder_display_name":"Fundamental Research Fund of Shandong University"},{"id":"https://openalex.org/G2906377974","display_name":null,"funder_award_id":"61702303","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6154309599","display_name":null,"funder_award_id":"A24256","funder_id":"https://openalex.org/F4320333622","funder_display_name":"Fundamental Research Fund of Shandong University"},{"id":"https://openalex.org/G899125003","display_name":null,"funder_award_id":"ZR2021MF060","funder_id":"https://openalex.org/F4320336925","funder_display_name":"Shandong Provincial Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320333622","display_name":"Fundamental Research Fund of Shandong University","ror":null},{"id":"https://openalex.org/F4320336925","display_name":"Shandong Provincial Postdoctoral Science Foundation","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":60,"referenced_works":["https://openalex.org/W2022436565","https://openalex.org/W2071794886","https://openalex.org/W2097506049","https://openalex.org/W2104116677","https://openalex.org/W2169439181","https://openalex.org/W2194775991","https://openalex.org/W2518397542","https://openalex.org/W2798117183","https://openalex.org/W2912648825","https://openalex.org/W2918670247","https://openalex.org/W2948407537","https://openalex.org/W2955058313","https://openalex.org/W2962830107","https://openalex.org/W2964146055","https://openalex.org/W3013316990","https://openalex.org/W3027377338","https://openalex.org/W3035757126","https://openalex.org/W3048527187","https://openalex.org/W3082623289","https://openalex.org/W3090538384","https://openalex.org/W3106990721","https://openalex.org/W3116585919","https://openalex.org/W3136675246","https://openalex.org/W3138516171","https://openalex.org/W3140970613","https://openalex.org/W3159937784","https://openalex.org/W3179308556","https://openalex.org/W3186749994","https://openalex.org/W3196202113","https://openalex.org/W3215142194","https://openalex.org/W4205598604","https://openalex.org/W4206821046","https://openalex.org/W4225554547","https://openalex.org/W4226054988","https://openalex.org/W4285604868","https://openalex.org/W4289752563","https://openalex.org/W4291015545","https://openalex.org/W4294770674","https://openalex.org/W4295141434","https://openalex.org/W4301524954","https://openalex.org/W4304080664","https://openalex.org/W4312359477","https://openalex.org/W4312642649","https://openalex.org/W4312981036","https://openalex.org/W4321482183","https://openalex.org/W4323022332","https://openalex.org/W4366966349","https://openalex.org/W4377708842","https://openalex.org/W4385575008","https://openalex.org/W4386075609","https://openalex.org/W4386075856","https://openalex.org/W4387321486","https://openalex.org/W4389252398","https://openalex.org/W4390204423","https://openalex.org/W4390874451","https://openalex.org/W4392024145","https://openalex.org/W4392188075","https://openalex.org/W4392940318","https://openalex.org/W4393147884","https://openalex.org/W4393159804"],"related_works":["https://openalex.org/W2028037572","https://openalex.org/W2315652488","https://openalex.org/W2039365229","https://openalex.org/W2145843506","https://openalex.org/W2379089757","https://openalex.org/W2056407677","https://openalex.org/W4293054829","https://openalex.org/W1999737656","https://openalex.org/W2128085731","https://openalex.org/W2551441443"],"abstract_inverted_index":{"Image":[0],"manipulation":[1],"detection":[2],"and":[3,60,79,82,99,117,194,211,218],"localization":[4,32,192],"(IMDL)":[5],"aim":[6],"to":[7,24,43,65,91,113,134,149,161,166],"identify":[8],"tampered":[9,34,136,171],"regions":[10,137],"from":[11,76,87],"a":[12,56,105,123,139],"suspicious":[13],"image.":[14],"Although":[15],"existing":[16],"works":[17],"have":[18],"achieved":[19],"impressive":[20],"results,":[21],"they":[22],"fail":[23],"capture":[25,162],"sufficient":[26],"tampering":[27,151],"artifacts":[28],"resulting":[29],"in":[30,138,188],"inaccurate":[31],"of":[33,40,129,170,190,202],"regions.":[35,68,172],"In":[36],"addition,":[37],"the":[38,93,168,184,203],"problem":[39],"poor":[41],"robustness":[42,196],"postprocessing":[44],"methods":[45,187],"also":[46],"occurs":[47],"frequently.":[48],"To":[49],"address":[50],"these":[51],"problems,":[52],"this":[53],"article":[54],"presents":[55],"dual":[57,106],"attention":[58,107],"mechanism":[59,108],"edge":[61,155,164],"supervision":[62,156],"network":[63],"(DAE-Net)":[64],"locate":[66],"forged":[67],"Specifically,":[69],"DAE-Net":[70,182,205],"first":[71],"extracts":[72],"multiscale":[73,146],"semantic":[74,115,147],"features":[75,86,116,148],"RGB":[77],"images":[78],"captures":[80],"global":[81],"local":[83],"inconsistent":[84],"noise":[85,88,118],"maps.":[89],"Subsequently,":[90],"mine":[92],"complementary":[94],"relationship":[95],"among":[96],"different":[97],"domains":[98],"obtain":[100],"more":[101],"discriminative":[102],"feature":[103],"representations,":[104],"(DAM)":[109],"module":[110,126,132,157],"is":[111,159],"designed":[112],"integrate":[114],"features.":[119],"Then,":[120],"we":[121],"exploit":[122],"mask":[124],"generation":[125],"(MGM)":[127],"consisting":[128],"fusion":[130],"upsampling":[131],"(FUM)":[133],"generate":[135],"progressive":[140],"decoding":[141],"manner.":[142],"FUM":[143],"fully":[144],"fuses":[145],"enhance":[150],"traces.":[152],"Finally,":[153],"an":[154],"(ESM)":[158],"introduced":[160],"subtle":[163],"information":[165],"optimize":[167],"boundary":[169],"The":[173],"experimental":[174],"results":[175],"on":[176,213],"five":[177],"public":[178],"datasets":[179],"demonstrate":[180],"that":[181],"outperforms":[183],"state-of-the-art":[185],"(SoTA)":[186],"terms":[189],"higher":[191],"accuracy":[193],"stronger":[195],"under":[197],"widely":[198],"used":[199],"evaluation":[200],"metrics.$F_{1}$/AUC":[201],"proposed":[204],"reach":[206],"0.494/0.805,":[207],"0.871/0.984,":[208],"0.972/0.973,":[209],"0.330/0.741,":[210],"0.338/0.826":[212],"CASIA,":[214],"NIST16,":[215],"Columbia,":[216],"Coverage,":[217],"IMD2020,":[219],"respectively.":[220]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":2}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}