{"id":"https://openalex.org/W2888895195","doi":"https://doi.org/10.1109/access.2018.2867370","title":"AMFNet: An Adversarial Network for Median Filtering Detection","display_name":"AMFNet: An Adversarial Network for Median Filtering Detection","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2888895195","doi":"https://doi.org/10.1109/access.2018.2867370","mag":"2888895195"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2867370","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_indexed_in_scopus":true,"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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2018.2867370","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035840579","display_name":"Xiao Jin","orcid":"https://orcid.org/0000-0002-5130-9505"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"funder","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Jin","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000190108","display_name":"Peiguang Jing","orcid":"https://orcid.org/0000-0003-2648-7358"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"funder","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peiguang Jing","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033713097","display_name":"Yuting Su","orcid":"https://orcid.org/0000-0001-5165-204X"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"funder","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuting Su","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.845,"has_fulltext":true,"fulltext_origin":"ngrams","cited_by_count":11,"citation_normalized_percentile":{"value":0.801967,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":85,"max":86},"biblio":{"volume":"6","issue":null,"first_page":"50459","last_page":"50467"},"is_retracted":false,"is_paratext":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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9981,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9952,"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/rgb-color-model","display_name":"RGB color model","score":0.5425916},{"id":"https://openalex.org/keywords/smoothing","display_name":"Smoothing","score":0.52728987},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness","score":0.48001212}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.76431215},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.74679273},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5533613},{"id":"https://openalex.org/C55352655","wikidata":"https://www.wikidata.org/wiki/Q304247","display_name":"Median filter","level":4,"score":0.5476134},{"id":"https://openalex.org/C82990744","wikidata":"https://www.wikidata.org/wiki/Q166194","display_name":"RGB color model","level":2,"score":0.5425916},{"id":"https://openalex.org/C3770464","wikidata":"https://www.wikidata.org/wiki/Q775963","display_name":"Smoothing","level":2,"score":0.52728987},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.52374697},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.48001212},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.47318888},{"id":"https://openalex.org/C78201319","wikidata":"https://www.wikidata.org/wiki/Q685727","display_name":"Grayscale","level":3,"score":0.45887983},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.34855226},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.30549535},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.14058664},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2867370","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_indexed_in_scopus":true,"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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":false,"landing_page_url":"https://doaj.org/article/51365748dc1045bf821c18f74c22c08b","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":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2867370","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_indexed_in_scopus":true,"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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[],"grants":[{"funder":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China","award_id":"61572356"},{"funder":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China","award_id":"61303208"}],"datasets":[],"versions":[],"referenced_works_count":53,"referenced_works":["https://openalex.org/W1973629749","https://openalex.org/W1985613413","https://openalex.org/W2009437133","https://openalex.org/W2038425697","https://openalex.org/W2049771774","https://openalex.org/W2050991548","https://openalex.org/W2052950171","https://openalex.org/W2072128103","https://openalex.org/W2084252081","https://openalex.org/W2096754397","https://openalex.org/W2096933452","https://openalex.org/W2099471712","https://openalex.org/W2100495367","https://openalex.org/W2124695272","https://openalex.org/W2128254161","https://openalex.org/W2148685281","https://openalex.org/W2149073238","https://openalex.org/W2155180118","https://openalex.org/W2155319953","https://openalex.org/W2158071928","https://openalex.org/W2159244236","https://openalex.org/W2160921722","https://openalex.org/W2164122462","https://openalex.org/W2166805414","https://openalex.org/W22271197","https://openalex.org/W2344138609","https://openalex.org/W2405756170","https://openalex.org/W2407561938","https://openalex.org/W2474628748","https://openalex.org/W2514123796","https://openalex.org/W2519536754","https://openalex.org/W2557414982","https://openalex.org/W2557449848","https://openalex.org/W2569860114","https://openalex.org/W2603123944","https://openalex.org/W2621356103","https://openalex.org/W2622370560","https://openalex.org/W2766007816","https://openalex.org/W2789746591","https://openalex.org/W2798117183","https://openalex.org/W2963420272","https://openalex.org/W2963470893","https://openalex.org/W2963541165","https://openalex.org/W2963567641","https://openalex.org/W2963917315","https://openalex.org/W2964024144","https://openalex.org/W2964245526","https://openalex.org/W2964297864","https://openalex.org/W2964303162","https://openalex.org/W3121767244","https://openalex.org/W4231109964","https://openalex.org/W4255023712","https://openalex.org/W4320013936"],"related_works":["https://openalex.org/W3153082147","https://openalex.org/W2968833425","https://openalex.org/W2925692864","https://openalex.org/W2899689856","https://openalex.org/W2768918307","https://openalex.org/W2383807498","https://openalex.org/W2110031805","https://openalex.org/W1997992934","https://openalex.org/W1978572805","https://openalex.org/W115686965"],"abstract_inverted_index":{"Median":[0],"filtering":[1,37,59,80],"is":[2,16,46,148],"one":[3],"of":[4,28,35,78,99,178],"the":[5,26,33,75,88,97,115,132,136,169,176,179],"most":[6],"common":[7],"operations":[8],"for":[9,57,95],"image":[10,29,45],"smoothing":[11],"and":[12,14,134,142],"retouching,":[13],"it":[15],"often":[17],"used":[18],"as":[19],"a":[20,126],"post-processing":[21],"by":[22,109,119],"forgers":[23],"to":[24,112,130],"alleviate":[25],"traces":[27,34,117],"tampering.":[30],"Hence,":[31],"if":[32],"median":[36,58,79,143],"can":[38,67],"be":[39,68],"found":[40],"in":[41,61,82,92,151,175],"an":[42,54,161],"image,":[43],"this":[44,50],"highly":[47],"suspected.":[48],"In":[49],"paper,":[51],"we":[52,85,102,124],"proposed":[53,170],"adversarial":[55,128],"network":[56,129],"detection":[60,65,81],"RGB":[62,93],"images.":[63,145],"Our":[64,146],"framework":[66,171],"divided":[69],"into":[70],"three":[71],"parts.":[72],"To":[73],"overcome":[74],"previous":[76],"limitations":[77],"gray-scale":[83],"images,":[84],"first":[86],"extract":[87],"dark":[89,105],"channel":[90,106],"residual":[91,107],"images":[94,141],"suppressing":[96],"interference":[98],"content.":[100],"Second,":[101],"merge":[103],"several":[104,152],"together":[108],"multi-scale":[110],"fusion":[111],"better":[113,173],"characterize":[114],"statistic":[116],"left":[118],"different":[120],"filter":[121],"sizes.":[122],"Third,":[123],"explore":[125],"generative":[127],"improve":[131],"robustness":[133],"enhance":[135],"statistical":[137],"difference":[138],"between":[139],"original":[140],"filtered":[144],"method":[147],"extensively":[149],"evaluated":[150],"publicly":[153],"available":[154],"data":[155],"sets.":[156],"The":[157],"experimental":[158],"results":[159],"present":[160],"obvious":[162],"improvement":[163],"compared":[164],"with":[165,182],"other":[166],"competitors.":[167],"Particularly,":[168],"obtains":[172],"performances":[174],"case":[177],"small":[180],"blocks":[181],"JPEG":[183],"compression.":[184]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2888895195","counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2}],"updated_date":"2025-05-04T06:27:03.195482","created_date":"2018-09-07"}