{"id":"https://openalex.org/W2277839806","doi":"https://doi.org/10.1109/tifs.2015.2507159","title":"Adaptive Steganalysis Based on Embedding Probabilities of Pixels","display_name":"Adaptive Steganalysis Based on Embedding Probabilities of Pixels","publication_year":2015,"publication_date":"2015-12-10","ids":{"openalex":"https://openalex.org/W2277839806","doi":"https://doi.org/10.1109/tifs.2015.2507159","mag":"2277839806"},"language":"en","primary_location":{"id":"doi:10.1109/tifs.2015.2507159","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tifs.2015.2507159","pdf_url":null,"source":{"id":"https://openalex.org/S61310614","display_name":"IEEE Transactions on Information Forensics and Security","issn_l":"1556-6013","issn":["1556-6013","1556-6021"],"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 Information Forensics and Security","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/A5011972758","display_name":"Weixuan Tang","orcid":"https://orcid.org/0000-0002-4082-1140"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weixuan Tang","raw_affiliation_strings":["School of Information Science and Technology, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022939417","display_name":"Haodong Li","orcid":"https://orcid.org/0000-0003-0532-9481"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haodong Li","raw_affiliation_strings":["School of Information Science and Technology, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102785655","display_name":"Weiqi Luo","orcid":"https://orcid.org/0000-0002-8999-6064"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiqi Luo","raw_affiliation_strings":["School of Software, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047964483","display_name":"Jiwu Huang","orcid":"https://orcid.org/0000-0002-7625-5689"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiwu Huang","raw_affiliation_strings":["College of Information Engineering, Shenzhen University, Shenzhen, China","Shenzhen Key Laboratory of Media Security, Shenzhen University, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]},{"raw_affiliation_string":"Shenzhen Key Laboratory of Media Security, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.6122,"has_fulltext":false,"cited_by_count":97,"citation_normalized_percentile":{"value":0.97837039,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"11","issue":"4","first_page":"734","last_page":"745"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10388","display_name":"Advanced Steganography and Watermarking Techniques","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/T10388","display_name":"Advanced Steganography and Watermarking Techniques","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/T12357","display_name":"Digital Media Forensic Detection","score":0.9966999888420105,"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/T11017","display_name":"Chaos-based Image/Signal Encryption","score":0.9865999817848206,"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/steganalysis","display_name":"Steganalysis","score":0.9898073077201843},{"id":"https://openalex.org/keywords/steganography","display_name":"Steganography","score":0.8840490579605103},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.8047828674316406},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.8018982410430908},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7103968262672424},{"id":"https://openalex.org/keywords/information-hiding","display_name":"Information hiding","score":0.6419109106063843},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6354157328605652},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5484826564788818},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5410834550857544},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.47124725580215454},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4164394736289978},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.4125061333179474},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.34347033500671387},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.28305429220199585}],"concepts":[{"id":"https://openalex.org/C107368093","wikidata":"https://www.wikidata.org/wiki/Q448176","display_name":"Steganalysis","level":4,"score":0.9898073077201843},{"id":"https://openalex.org/C108801101","wikidata":"https://www.wikidata.org/wiki/Q15032","display_name":"Steganography","level":3,"score":0.8840490579605103},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.8047828674316406},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.8018982410430908},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7103968262672424},{"id":"https://openalex.org/C3073032","wikidata":"https://www.wikidata.org/wiki/Q15912075","display_name":"Information hiding","level":3,"score":0.6419109106063843},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6354157328605652},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5484826564788818},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5410834550857544},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.47124725580215454},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4164394736289978},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.4125061333179474},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.34347033500671387},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.28305429220199585},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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":1,"locations":[{"id":"doi:10.1109/tifs.2015.2507159","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tifs.2015.2507159","pdf_url":null,"source":{"id":"https://openalex.org/S61310614","display_name":"IEEE Transactions on Information Forensics and Security","issn_l":"1556-6013","issn":["1556-6013","1556-6021"],"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 Information Forensics and Security","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2589659186","display_name":null,"funder_award_id":"U1135001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3326952325","display_name":"\u591a\u5a92\u4f53\u5185\u5bb9\u53d6\u8bc1\u65b9\u6cd5\u7814\u7a76","funder_award_id":"61332012","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4728923954","display_name":"\u53ef\u89c6\u5a92\u4f53\u53d6\u8bc1\u65b0\u6280\u672f\u7814\u7a76","funder_award_id":"61272191","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5462848955","display_name":null,"funder_award_id":"142003","funder_id":"https://openalex.org/F4320326297","funder_display_name":"Fok Ying Tung Education Foundation"},{"id":"https://openalex.org/G8668250443","display_name":null,"funder_award_id":"GJHZ20140418191518323","funder_id":"https://openalex.org/F4320329801","funder_display_name":"Shenzhen Research and Development Program"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320326297","display_name":"Fok Ying Tung Education Foundation","ror":null},{"id":"https://openalex.org/F4320329801","display_name":"Shenzhen Research and Development Program","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W22271197","https://openalex.org/W103335665","https://openalex.org/W1583407400","https://openalex.org/W1590456553","https://openalex.org/W1955882805","https://openalex.org/W1965064373","https://openalex.org/W1973466159","https://openalex.org/W2009130368","https://openalex.org/W2009809043","https://openalex.org/W2011125616","https://openalex.org/W2030997406","https://openalex.org/W2031466562","https://openalex.org/W2036347516","https://openalex.org/W2059019537","https://openalex.org/W2071451750","https://openalex.org/W2075652908","https://openalex.org/W2102511552","https://openalex.org/W2106663508","https://openalex.org/W2124664712","https://openalex.org/W2136492908","https://openalex.org/W2146621575","https://openalex.org/W2151346626","https://openalex.org/W2154026545","https://openalex.org/W2156722235","https://openalex.org/W2158320630","https://openalex.org/W2170598445","https://openalex.org/W2533733328","https://openalex.org/W2538511122","https://openalex.org/W2542290803","https://openalex.org/W6604240186"],"related_works":["https://openalex.org/W2148973528","https://openalex.org/W2939392096","https://openalex.org/W4243922849","https://openalex.org/W2106726851","https://openalex.org/W4309385482","https://openalex.org/W2792878404","https://openalex.org/W2068740952","https://openalex.org/W1583147569","https://openalex.org/W2182496537","https://openalex.org/W1716757876"],"abstract_inverted_index":{"In":[0,86],"modern":[1],"steganography,":[2],"embedding":[3,54,97,124,214],"modifications":[4],"are":[5,18,129],"highly":[6],"concentrated":[7],"on":[8,44,96,149,177,197],"the":[9,45,76,150,160,178,188,205,208],"textural":[10],"regions":[11,17,77,151],"within":[12],"an":[13,91,175],"image,":[14],"as":[15],"such":[16],"difficult":[19],"to":[20,59,74,113,136,191],"model":[21],"for":[22,72,212,216],"steganalysis.":[23,42,192],"Previous":[24],"studies":[25],"have":[26,79,153,203],"shown":[27,204],"that":[28,52,78,108,152,170],"compared":[29],"with":[30,122],"non-adaptive":[31],"strategies,":[32],"this":[33,53,87],"content":[34],"adaptive":[35,65,92,200],"strategy":[36],"achieves":[37],"stronger":[38],"security":[39],"against":[40],"existing":[41,64,179],"Based":[43],"experiments":[46,195],"and":[47,138,157],"analyses,":[48],"however,":[49],"we":[50,89,109,144],"found":[51],"property":[55],"would":[56],"inevitably":[57],"lead":[58],"a":[60],"large":[61],"limitation":[62],"in":[63,116],"steganography.":[66],"That":[67],"is,":[68],"it":[69],"is":[70,107,168,174],"possible":[71],"steganalyzers":[73],"estimate":[75],"probably":[80,154],"been":[81,155],"modified":[82,156],"after":[83],"data":[84],"hiding.":[85],"paper,":[88],"propose":[90],"steganalytic":[93,180],"scheme":[94,106],"based":[95],"probabilities":[98],"of":[99,104,162,207],"pixels.":[100],"The":[101,193],"main":[102],"idea":[103],"our":[105,147,171],"assign":[110],"different":[111,114],"weights":[112,128],"pixels":[115,121],"feature":[117],"extraction.":[118],"For":[119],"those":[120],"high":[123],"probabilities,":[125],"their":[126],"corresponding":[127],"larger,":[130],"since":[131],"they":[132],"should":[133],"contribute":[134],"more":[135],"steganalysis":[137],"vice":[139],"versa.":[140],"By":[141],"doing":[142],"so,":[143],"can":[145],"concentrate":[146],"attention":[148],"significantly":[158],"reduce":[159],"impact":[161],"other":[163],"unchanged":[164],"smooth":[165],"regions.":[166],"It":[167],"expected":[169],"proposed":[172,209],"method":[173],"improvement":[176],"methods,":[181],"which":[182],"usually":[183],"assume":[184],"every":[185],"pixel":[186],"has":[187],"same":[189],"contribution":[190],"extensive":[194],"evaluated":[196],"four":[198],"typical":[199],"steganographic":[201],"methods":[202],"effectiveness":[206],"scheme,":[210],"especially":[211],"low":[213],"rates,":[215],"example,":[217],"lower":[218],"than":[219],"0.20":[220],"bpp.":[221]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":10},{"year":2019,"cited_by_count":15},{"year":2018,"cited_by_count":16},{"year":2017,"cited_by_count":17},{"year":2016,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
