{"id":"https://openalex.org/W4401588389","doi":"https://doi.org/10.1007/s10462-024-10909-w","title":"Forensic research of satellite images forgery: a comprehensive survey","display_name":"Forensic research of satellite images forgery: a comprehensive survey","publication_year":2024,"publication_date":"2024-08-14","ids":{"openalex":"https://openalex.org/W4401588389","doi":"https://doi.org/10.1007/s10462-024-10909-w"},"language":"en","primary_location":{"id":"doi:10.1007/s10462-024-10909-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-024-10909-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10909-w.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Artificial Intelligence Review","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10909-w.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009164568","display_name":"Xiangling Ding","orcid":"https://orcid.org/0000-0002-6581-4633"},"institutions":[{"id":"https://openalex.org/I121296143","display_name":"Hunan University of Science and Technology","ror":"https://ror.org/02m9vrb24","country_code":"CN","type":"education","lineage":["https://openalex.org/I121296143"]},{"id":"https://openalex.org/I4210107738","display_name":"CCTEG Shenyang Research Institute","ror":"https://ror.org/01b38s834","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210107738"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiangling Ding","raw_affiliation_strings":["Liaoning Collaboration Innovation Center For CSLE, Shenyang, 110854, China","School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan, 411201, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liaoning Collaboration Innovation Center For CSLE, Shenyang, 110854, China","institution_ids":["https://openalex.org/I4210107738"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan, 411201, China","institution_ids":["https://openalex.org/I121296143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114208644","display_name":"Yuchen Nie","orcid":null},"institutions":[{"id":"https://openalex.org/I121296143","display_name":"Hunan University of Science and Technology","ror":"https://ror.org/02m9vrb24","country_code":"CN","type":"education","lineage":["https://openalex.org/I121296143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuchen Nie","raw_affiliation_strings":["School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan, 411201, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan, 411201, China","institution_ids":["https://openalex.org/I121296143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110505091","display_name":"Jiawei Yao","orcid":"https://orcid.org/0009-0009-8786-3020"},"institutions":[{"id":"https://openalex.org/I121296143","display_name":"Hunan University of Science and Technology","ror":"https://ror.org/02m9vrb24","country_code":"CN","type":"education","lineage":["https://openalex.org/I121296143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jizhou Yao","raw_affiliation_strings":["School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan, 411201, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan, 411201, China","institution_ids":["https://openalex.org/I121296143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102211360","display_name":"Jia Tang","orcid":"https://orcid.org/0009-0006-2977-4650"},"institutions":[{"id":"https://openalex.org/I121296143","display_name":"Hunan University of Science and Technology","ror":"https://ror.org/02m9vrb24","country_code":"CN","type":"education","lineage":["https://openalex.org/I121296143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia Tang","raw_affiliation_strings":["School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan, 411201, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan, 411201, China","institution_ids":["https://openalex.org/I121296143"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087552783","display_name":"Yubo Lang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210107738","display_name":"CCTEG Shenyang Research Institute","ror":"https://ror.org/01b38s834","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210107738"]},{"id":"https://openalex.org/I4210158717","display_name":"Criminal Investigation Police University of China","ror":"https://ror.org/04vnevw94","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210158717"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yubo Lang","raw_affiliation_strings":["College of Information Technology and Intelligence, Criminal Investigation Police University of China, Shenyang, 110854, China","Liaoning Collaboration Innovation Center For CSLE, Shenyang, 110854, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Technology and Intelligence, Criminal Investigation Police University of China, Shenyang, 110854, China","institution_ids":["https://openalex.org/I4210158717"]},{"raw_affiliation_string":"Liaoning Collaboration Innovation Center For CSLE, Shenyang, 110854, China","institution_ids":["https://openalex.org/I4210107738"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5009164568"],"corresponding_institution_ids":["https://openalex.org/I121296143","https://openalex.org/I4210107738"],"apc_list":{"value":3090,"currency":"USD","value_usd":3090},"apc_paid":{"value":3090,"currency":"USD","value_usd":3090},"fwci":1.15,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.77563454,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"57","issue":"9","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":0.9997000098228455,"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":0.9997000098228455,"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/T12364","display_name":"Archaeological Research and Protection","score":0.9797999858856201,"subfield":{"id":"https://openalex.org/subfields/1912","display_name":"Space and Planetary Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12034","display_name":"Digital and Cyber Forensics","score":0.9506000280380249,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.6822016835212708},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.5774646401405334},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5174737572669983},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33221691846847534},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.2241479456424713},{"id":"https://openalex.org/keywords/astronomy","display_name":"Astronomy","score":0.12059029936790466}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6822016835212708},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.5774646401405334},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5174737572669983},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33221691846847534},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2241479456424713},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.12059029936790466},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10462-024-10909-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-024-10909-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10909-w.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Artificial Intelligence Review","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10462-024-10909-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-024-10909-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10909-w.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Artificial Intelligence Review","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7000715059","display_name":null,"funder_award_id":"62272160","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320333642","display_name":"Scientific Research Foundation of Hunan Provincial Education Department","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4401588389.pdf","grobid_xml":"https://content.openalex.org/works/W4401588389.grobid-xml"},"referenced_works_count":62,"referenced_works":["https://openalex.org/W1652775531","https://openalex.org/W1787224781","https://openalex.org/W1903029394","https://openalex.org/W1987869189","https://openalex.org/W2009130368","https://openalex.org/W2082418604","https://openalex.org/W2086320398","https://openalex.org/W2100495367","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2240067561","https://openalex.org/W2282821441","https://openalex.org/W2531409750","https://openalex.org/W2804199516","https://openalex.org/W2884436604","https://openalex.org/W2889326414","https://openalex.org/W2940618856","https://openalex.org/W2962793481","https://openalex.org/W2962858109","https://openalex.org/W2964209573","https://openalex.org/W2973660294","https://openalex.org/W3009395806","https://openalex.org/W3035574324","https://openalex.org/W3036989365","https://openalex.org/W3094355325","https://openalex.org/W3129485657","https://openalex.org/W3134154493","https://openalex.org/W3154575015","https://openalex.org/W3158878203","https://openalex.org/W3169588269","https://openalex.org/W3174285742","https://openalex.org/W3204937802","https://openalex.org/W4206573688","https://openalex.org/W4210536186","https://openalex.org/W4224308360","https://openalex.org/W4229373032","https://openalex.org/W4232533539","https://openalex.org/W4281381779","https://openalex.org/W4281703385","https://openalex.org/W4282021368","https://openalex.org/W4283696875","https://openalex.org/W4285791495","https://openalex.org/W4294975742","https://openalex.org/W4300672471","https://openalex.org/W4307887176","https://openalex.org/W4312669261","https://openalex.org/W4312746849","https://openalex.org/W4313060389","https://openalex.org/W4313480139","https://openalex.org/W4313626944","https://openalex.org/W4316669601","https://openalex.org/W4385819677","https://openalex.org/W4385902942","https://openalex.org/W4386597166","https://openalex.org/W4391096998","https://openalex.org/W4392166497","https://openalex.org/W4392410732","https://openalex.org/W4392488627","https://openalex.org/W4399261686","https://openalex.org/W6600007113","https://openalex.org/W6600254619","https://openalex.org/W6600688380"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2013329914","https://openalex.org/W2392383081","https://openalex.org/W1618102658","https://openalex.org/W4205376403","https://openalex.org/W2331410275"],"abstract_inverted_index":{"Satellite":[0],"imagery":[1],"is":[2,29,101],"a":[3,119],"significant":[4,77],"and":[5,17,44,80,87,134,146,165,168,183,191,211],"attractive":[6],"area":[7],"in":[8,14,124,138,193],"remote":[9],"sensing":[10],"applications,":[11],"widely":[12],"applied":[13],"monitoring,":[15],"managing,":[16],"tracking":[18],"natural":[19],"disasters.":[20],"Due":[21],"to":[22,83,130],"the":[23,38,45,60,84,90,111,152,157,169,215],"proliferation":[24],"of":[25,33,40,47,66,92,97,113,121,154,159],"commercial":[26],"satellites,":[27],"there":[28,116],"an":[30,102],"increasing":[31],"availability":[32],"high-resolution":[34],"satellite":[35,53,72,98,139,155,160,174,220],"images.":[36],"However,":[37],"ubiquity":[39],"image":[41,48,54,73,99,140,161,175,221],"editing":[42],"tools":[43],"advancement":[46],"processing":[49],"technologies":[50],"have":[51],"made":[52],"forgery":[55,74,162,222],"relatively":[56],"easy,":[57],"allowing":[58],"for":[59,173,219],"arbitrary":[61],"addition,":[62],"removal,":[63],"or":[64,195],"modification":[65],"target":[67],"objects.":[68],"In":[69],"recent":[70,136],"years,":[71],"has":[75,117],"caused":[76],"negative":[78],"effects":[79],"potential":[81],"threats":[82],"nation,":[85],"society,":[86],"individuals,":[88],"drawing":[89],"attention":[91],"many":[93],"scholars.":[94],"Although":[95],"forensics":[96,223],"tampering":[100,144,181],"emerging":[103],"research":[104],"field":[105,112],"that":[106],"offers":[107],"new":[108],"insights":[109],"into":[110],"information":[114],"security,":[115],"been":[118],"scarcity":[120],"comprehensive":[122],"surveys":[123],"this":[125,132],"area.":[126],"This":[127],"paper":[128],"aims":[129],"fill":[131],"gap":[133],"investigates":[135],"advances":[137],"forensics,":[141],"focusing":[142],"on":[143],"strategies":[145],"forensic":[147,206],"methodologies.":[148],"First,":[149],"we":[150],"discuss":[151],"concept":[153],"images,":[156],"definition":[158],"from":[163],"global":[164],"local":[166],"perspectives,":[167],"datasets":[170],"commonly":[171],"used":[172],"forensics.":[176],"We":[177,201],"then":[178],"detail":[179],"each":[180],"detection":[182,194],"localization":[184,196],"method,":[185],"including":[186],"their":[187],"characteristics,":[188],"advantages,":[189],"disadvantages,":[190],"performance":[192],"across":[197],"various":[198],"notable":[199],"datasets.":[200,213],"also":[202],"compare":[203],"some":[204],"representative":[205],"networks":[207],"using":[208],"evaluation":[209],"metrics":[210],"public":[212],"Finally,":[214],"anticipated":[216],"future":[217],"directions":[218],"are":[224],"discussed.":[225]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
