{"id":"https://openalex.org/W2023232322","doi":"https://doi.org/10.1108/17563780810919122","title":"Texture\u2010based image steganalysis by artificial neural networks","display_name":"Texture\u2010based image steganalysis by artificial neural networks","publication_year":2008,"publication_date":"2008-10-17","ids":{"openalex":"https://openalex.org/W2023232322","doi":"https://doi.org/10.1108/17563780810919122","mag":"2023232322"},"language":"en","primary_location":{"id":"doi:10.1108/17563780810919122","is_oa":false,"landing_page_url":"https://doi.org/10.1108/17563780810919122","pdf_url":null,"source":{"id":"https://openalex.org/S124503262","display_name":"International Journal of Intelligent Computing and Cybernetics","issn_l":"1756-378X","issn":["1756-378X","1756-3798"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Computing and Cybernetics","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/A5047388228","display_name":"Michael A. Pratt","orcid":null},"institutions":[{"id":"https://openalex.org/I79516672","display_name":"University of Louisiana at Lafayette","ror":"https://ror.org/01x8rc503","country_code":"US","type":"education","lineage":["https://openalex.org/I2799628689","https://openalex.org/I79516672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael A. Pratt","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Louisiana at Lafayette, Lafayette, Louisiana, USA","Department of Electrical and Computer Engineering University of Louisiana at Lafayette Lafayette Louisiana USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Louisiana at Lafayette, Lafayette, Louisiana, USA","institution_ids":["https://openalex.org/I79516672"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering University of Louisiana at Lafayette Lafayette Louisiana USA","institution_ids":["https://openalex.org/I79516672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030122019","display_name":"Sharath Konda","orcid":null},"institutions":[{"id":"https://openalex.org/I79516672","display_name":"University of Louisiana at Lafayette","ror":"https://ror.org/01x8rc503","country_code":"US","type":"education","lineage":["https://openalex.org/I2799628689","https://openalex.org/I79516672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sharath Konda","raw_affiliation_strings":["Center for Advanced Computer Studies, University of Louisiana at Lafayette, Lafayette, Louisiana, USA","(Center for Advanced Computer Studies, University of Louisiana at Lafayette, Lafayette, Louisiana, USA)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Advanced Computer Studies, University of Louisiana at Lafayette, Lafayette, Louisiana, USA","institution_ids":["https://openalex.org/I79516672"]},{"raw_affiliation_string":"(Center for Advanced Computer Studies, University of Louisiana at Lafayette, Lafayette, Louisiana, USA)","institution_ids":["https://openalex.org/I79516672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044778433","display_name":"Chee\u2010Hung Henry Chu","orcid":"https://orcid.org/0000-0002-5817-8798"},"institutions":[{"id":"https://openalex.org/I79516672","display_name":"University of Louisiana at Lafayette","ror":"https://ror.org/01x8rc503","country_code":"US","type":"education","lineage":["https://openalex.org/I2799628689","https://openalex.org/I79516672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chee\u2010Hung Henry Chu","raw_affiliation_strings":["Center for Advanced Computer Studies, University of Louisiana at Lafayette, Lafayette, Louisiana, USA","(Center for Advanced Computer Studies, University of Louisiana at Lafayette, Lafayette, Louisiana, USA)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Advanced Computer Studies, University of Louisiana at Lafayette, Lafayette, Louisiana, USA","institution_ids":["https://openalex.org/I79516672"]},{"raw_affiliation_string":"(Center for Advanced Computer Studies, University of Louisiana at Lafayette, Lafayette, Louisiana, USA)","institution_ids":["https://openalex.org/I79516672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I79516672"],"apc_list":null,"apc_paid":null,"fwci":0.3506,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.62877601,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"1","issue":"4","first_page":"549","last_page":"562"},"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":0.9957000017166138,"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":0.9848999977111816,"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":0.7890950441360474},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7532891035079956},{"id":"https://openalex.org/keywords/texture","display_name":"Texture (cosmology)","score":0.6699991822242737},{"id":"https://openalex.org/keywords/image-texture","display_name":"Image texture","score":0.6610039472579956},{"id":"https://openalex.org/keywords/texture-filtering","display_name":"Texture filtering","score":0.5942203998565674},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5628859400749207},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5580235719680786},{"id":"https://openalex.org/keywords/masking","display_name":"Masking (illustration)","score":0.5524762868881226},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5388713479042053},{"id":"https://openalex.org/keywords/steganalysis","display_name":"Steganalysis","score":0.5302554965019226},{"id":"https://openalex.org/keywords/texture-compression","display_name":"Texture compression","score":0.5092657804489136},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4846847355365753},{"id":"https://openalex.org/keywords/digital-image","display_name":"Digital image","score":0.4556979238986969},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.3140014410018921},{"id":"https://openalex.org/keywords/steganography","display_name":"Steganography","score":0.20315444469451904}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7890950441360474},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7532891035079956},{"id":"https://openalex.org/C2781195486","wikidata":"https://www.wikidata.org/wiki/Q289436","display_name":"Texture (cosmology)","level":3,"score":0.6699991822242737},{"id":"https://openalex.org/C63099799","wikidata":"https://www.wikidata.org/wiki/Q17147001","display_name":"Image texture","level":4,"score":0.6610039472579956},{"id":"https://openalex.org/C144743038","wikidata":"https://www.wikidata.org/wiki/Q3267765","display_name":"Texture filtering","level":5,"score":0.5942203998565674},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5628859400749207},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5580235719680786},{"id":"https://openalex.org/C2777402240","wikidata":"https://www.wikidata.org/wiki/Q6783436","display_name":"Masking (illustration)","level":2,"score":0.5524762868881226},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5388713479042053},{"id":"https://openalex.org/C107368093","wikidata":"https://www.wikidata.org/wiki/Q448176","display_name":"Steganalysis","level":4,"score":0.5302554965019226},{"id":"https://openalex.org/C54243161","wikidata":"https://www.wikidata.org/wiki/Q39333","display_name":"Texture compression","level":5,"score":0.5092657804489136},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4846847355365753},{"id":"https://openalex.org/C42781572","wikidata":"https://www.wikidata.org/wiki/Q1250322","display_name":"Digital image","level":4,"score":0.4556979238986969},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.3140014410018921},{"id":"https://openalex.org/C108801101","wikidata":"https://www.wikidata.org/wiki/Q15032","display_name":"Steganography","level":3,"score":0.20315444469451904},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1108/17563780810919122","is_oa":false,"landing_page_url":"https://doi.org/10.1108/17563780810919122","pdf_url":null,"source":{"id":"https://openalex.org/S124503262","display_name":"International Journal of Intelligent Computing and Cybernetics","issn_l":"1756-378X","issn":["1756-378X","1756-3798"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Computing and Cybernetics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1535817554","https://openalex.org/W1991528932","https://openalex.org/W1998058925","https://openalex.org/W2068740952","https://openalex.org/W2075652908","https://openalex.org/W2103228545","https://openalex.org/W2109506130","https://openalex.org/W2119199090","https://openalex.org/W2120687992","https://openalex.org/W2153615901","https://openalex.org/W2155741327"],"related_works":["https://openalex.org/W2165772202","https://openalex.org/W2166724105","https://openalex.org/W1983661653","https://openalex.org/W2154859065","https://openalex.org/W2093957690","https://openalex.org/W2003873690","https://openalex.org/W2743128629","https://openalex.org/W2115502907","https://openalex.org/W2359713774","https://openalex.org/W2035842265"],"abstract_inverted_index":{"Purpose":[0],"The":[1,84,164],"purpose":[2],"of":[3,19],"this":[4],"paper":[5,175],"is":[6,44,118,141],"to":[7,15,26,46,70,76,158],"present":[8],"research":[9],"results":[10,165],"in":[11,30,137,156],"analyzing":[12],"image":[13,53,79,104,123,152,179],"contents":[14],"improve":[16,159],"the":[17,40,48,62,102,114,121,133,138,151],"accuracy":[18],"using":[20],"an":[21,74,78,106],"artificial":[22],"neural":[23],"network":[24],"(ANN)":[25],"detect":[27],"embedded":[28,81,96],"data":[29,147],"a":[31,130,170,186],"digital":[32],"image.":[33],"Design/methodology/approach":[34],"A":[35],"texture":[36,42,50,57,67,180,190],"measure":[37],"based":[38],"on":[39],"MPEG\u20107":[41],"descriptor":[43],"applied":[45],"assess":[47],"local":[49],"amount.":[51],"Those":[52],"blocks":[54,64,86,124,140],"with":[55,65],"high":[56],"are":[58,68,87],"masked":[59],"out":[60,101],"and":[61,90,184],"remaining":[63],"low":[66],"used":[69],"derive":[71],"features":[72],"for":[73,95,129],"ANN":[75,107],"classify":[77],"as":[80],"or":[82],"clear.":[83],"high\u2010texture":[85,103,139],"not":[88,126],"discarded":[89],"can":[91,166],"be":[92,167],"tested":[93],"independently":[94],"data.":[97],"Findings":[98],"By":[99],"masking":[100],"blocks,":[105],"has":[108,192],"improved":[109,193],"detection":[110,160,194],"performance":[111,183],"especially":[112],"when":[113],"original":[115],"embedding":[116,135],"rate":[117,136],"low.":[119],"Bypassing":[120],"low\u2010texture":[122],"do":[125],"pay":[127],"off":[128],"steganographer":[131],"because":[132],"effective":[134],"driven":[142],"higher.":[143],"Research":[144],"limitations/implications":[145],"Hidden":[146],"detectors":[148],"should":[149],"take":[150],"content":[153],"into":[154,169],"account":[155],"order":[157],"performance.":[161,195],"Practical":[162],"implications":[163],"integrated":[168],"steganalytic":[171,182],"system.":[172],"Originality/value":[173],"This":[174],"presents":[176],"evidence":[177],"that":[178,188,191],"affects":[181],"proposes":[185],"solution":[187],"incorporates":[189]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2017,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
