{"id":"https://openalex.org/W2052167842","doi":"https://doi.org/10.1109/iccomm.2014.6866665","title":"Steganalysis of a chaos-based steganographic method","display_name":"Steganalysis of a chaos-based steganographic method","publication_year":2014,"publication_date":"2014-05-01","ids":{"openalex":"https://openalex.org/W2052167842","doi":"https://doi.org/10.1109/iccomm.2014.6866665","mag":"2052167842"},"language":"en","primary_location":{"id":"doi:10.1109/iccomm.2014.6866665","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccomm.2014.6866665","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 10th International Conference on Communications (COMM)","raw_type":"proceedings-article"},"type":"preprint","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/A5000597113","display_name":"Dalia Battikh","orcid":null},"institutions":[{"id":"https://openalex.org/I4210100151","display_name":"Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique","ror":"https://ror.org/013q33h79","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210095849","https://openalex.org/I4210100151","https://openalex.org/I56067802","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I160368002","display_name":"Lebanese University","ror":"https://ror.org/05x6qnc69","country_code":"LB","type":"education","lineage":["https://openalex.org/I160368002"]}],"countries":["FR","LB"],"is_corresponding":true,"raw_author_name":"D. Battikh","raw_affiliation_strings":["AZM platform for research in biotechnology and its applications, LASTRE laboratory -Lebanese University, Tripoli, Lebanon","Image team -site of Nantes, IETR, Nantes, France"],"affiliations":[{"raw_affiliation_string":"AZM platform for research in biotechnology and its applications, LASTRE laboratory -Lebanese University, Tripoli, Lebanon","institution_ids":["https://openalex.org/I160368002"]},{"raw_affiliation_string":"Image team -site of Nantes, IETR, Nantes, France","institution_ids":["https://openalex.org/I4210100151"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003408648","display_name":"Safwan El Assad","orcid":"https://orcid.org/0000-0002-4026-7346"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210100151","display_name":"Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique","ror":"https://ror.org/013q33h79","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210095849","https://openalex.org/I4210100151","https://openalex.org/I56067802","https://openalex.org/I97188460"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"S. El Assad","raw_affiliation_strings":["IETR UMR CNRS 6164, Image team -site of Nantes, Nantes, France","Image team -site of Nantes, IETR, Nantes, France"],"affiliations":[{"raw_affiliation_string":"IETR UMR CNRS 6164, Image team -site of Nantes, Nantes, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210100151"]},{"raw_affiliation_string":"Image team -site of Nantes, IETR, Nantes, France","institution_ids":["https://openalex.org/I4210100151"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111971197","display_name":"Bassem Bakhache","orcid":null},"institutions":[{"id":"https://openalex.org/I160368002","display_name":"Lebanese University","ror":"https://ror.org/05x6qnc69","country_code":"LB","type":"education","lineage":["https://openalex.org/I160368002"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"B. Bakhache","raw_affiliation_strings":["AZM platform for research in biotechnology and its applications, LASTRE laboratory -Lebanese University, Tripoli, Lebanon","AZM platform for Res. in Biotechnol. & its Applic, LASTRE Lab. -Lebanese Univ., Tripoli, Lebanon"],"affiliations":[{"raw_affiliation_string":"AZM platform for research in biotechnology and its applications, LASTRE laboratory -Lebanese University, Tripoli, Lebanon","institution_ids":["https://openalex.org/I160368002"]},{"raw_affiliation_string":"AZM platform for Res. in Biotechnol. & its Applic, LASTRE Lab. -Lebanese Univ., Tripoli, Lebanon","institution_ids":["https://openalex.org/I160368002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020510639","display_name":"O. Deforges","orcid":null},"institutions":[{"id":"https://openalex.org/I4210100151","display_name":"Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique","ror":"https://ror.org/013q33h79","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210095849","https://openalex.org/I4210100151","https://openalex.org/I56067802","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I28221208","display_name":"Institut National des Sciences Appliqu\u00e9es de Rennes","ror":"https://ror.org/04xaa4j22","country_code":"FR","type":"education","lineage":["https://openalex.org/I28221208"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"O. Deforges","raw_affiliation_strings":["Institut d'Electronique et de Telecommunications de Rennes, Rennes, Bretagne, FR","Image team -INSA, IETR, Rennes, France"],"affiliations":[{"raw_affiliation_string":"Institut d'Electronique et de Telecommunications de Rennes, Rennes, Bretagne, FR","institution_ids":["https://openalex.org/I4210100151"]},{"raw_affiliation_string":"Image team -INSA, IETR, Rennes, France","institution_ids":["https://openalex.org/I28221208","https://openalex.org/I4210100151"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087296544","display_name":"Mohamad Khalil","orcid":"https://orcid.org/0000-0003-2004-0280"},"institutions":[{"id":"https://openalex.org/I160368002","display_name":"Lebanese University","ror":"https://ror.org/05x6qnc69","country_code":"LB","type":"education","lineage":["https://openalex.org/I160368002"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"M. Khalil","raw_affiliation_strings":["AZM platform for research in biotechnology and its applications, LASTRE laboratory -Lebanese University, Tripoli, Lebanon","AZM platform for Res. in Biotechnol. & its Applic, LASTRE Lab. -Lebanese Univ., Tripoli, Lebanon"],"affiliations":[{"raw_affiliation_string":"AZM platform for research in biotechnology and its applications, LASTRE laboratory -Lebanese University, Tripoli, Lebanon","institution_ids":["https://openalex.org/I160368002"]},{"raw_affiliation_string":"AZM platform for Res. in Biotechnol. & its Applic, LASTRE Lab. -Lebanese Univ., Tripoli, Lebanon","institution_ids":["https://openalex.org/I160368002"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5000597113"],"corresponding_institution_ids":["https://openalex.org/I160368002","https://openalex.org/I4210100151"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.11732917,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"5","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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":0.998199999332428,"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":0.9977999925613403,"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":0.9696349501609802},{"id":"https://openalex.org/keywords/steganography","display_name":"Steganography","score":0.8996990919113159},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6385672092437744},{"id":"https://openalex.org/keywords/chaotic","display_name":"Chaotic","score":0.6311781406402588},{"id":"https://openalex.org/keywords/cover","display_name":"Cover (algebra)","score":0.6148771643638611},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5884261131286621},{"id":"https://openalex.org/keywords/information-hiding","display_name":"Information hiding","score":0.578662097454071},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5714758634567261},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.47283846139907837},{"id":"https://openalex.org/keywords/linear-discriminant-analysis","display_name":"Linear discriminant analysis","score":0.4451161324977875},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4386475682258606},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3730234205722809},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.36393383145332336},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3211904764175415}],"concepts":[{"id":"https://openalex.org/C107368093","wikidata":"https://www.wikidata.org/wiki/Q448176","display_name":"Steganalysis","level":4,"score":0.9696349501609802},{"id":"https://openalex.org/C108801101","wikidata":"https://www.wikidata.org/wiki/Q15032","display_name":"Steganography","level":3,"score":0.8996990919113159},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6385672092437744},{"id":"https://openalex.org/C2777052490","wikidata":"https://www.wikidata.org/wiki/Q5072826","display_name":"Chaotic","level":2,"score":0.6311781406402588},{"id":"https://openalex.org/C2780428219","wikidata":"https://www.wikidata.org/wiki/Q16952335","display_name":"Cover (algebra)","level":2,"score":0.6148771643638611},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5884261131286621},{"id":"https://openalex.org/C3073032","wikidata":"https://www.wikidata.org/wiki/Q15912075","display_name":"Information hiding","level":3,"score":0.578662097454071},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5714758634567261},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.47283846139907837},{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.4451161324977875},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4386475682258606},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3730234205722809},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.36393383145332336},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3211904764175415},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iccomm.2014.6866665","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccomm.2014.6866665","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 10th International Conference on Communications (COMM)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-00999582v1","is_oa":false,"landing_page_url":"https://hal.science/hal-00999582","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"The 10th International Conference on Communications (COMM 2014), May 2014, Bucarest, Romania. pp.539-542","raw_type":"Conference papers"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.7200000286102295,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W1866654297","https://openalex.org/W1989183543","https://openalex.org/W2096933452","https://openalex.org/W2120687992","https://openalex.org/W2151346626","https://openalex.org/W2158320630","https://openalex.org/W4295526357","https://openalex.org/W6682192204"],"related_works":["https://openalex.org/W2148973528","https://openalex.org/W2939392096","https://openalex.org/W4243922849","https://openalex.org/W2930153478","https://openalex.org/W2106726851","https://openalex.org/W4309385482","https://openalex.org/W3154843532","https://openalex.org/W2068740952","https://openalex.org/W2182496537","https://openalex.org/W1716757876"],"abstract_inverted_index":{"Hiding":[0],"information":[1],"in":[2],"a":[3,46],"cover":[4,92],"image":[5,67],"can":[6,26],"be":[7,28],"regarded":[8],"as":[9,75],"introducing":[10],"some":[11,17,22],"stego-noise.":[12],"These":[13],"alterations":[14],"may":[15],"produce":[16],"form":[18],"of":[19,33,45],"degradation":[20],"or":[21],"unusual":[23],"characteristics":[24],"and":[25,93],"then":[27],"exploited":[29],"for":[30],"the":[31,35,43,51,65,72,79],"sake":[32],"detecting":[34],"hidden":[36],"message.":[37],"In":[38],"this":[39],"paper,":[40],"we":[41],"analyze":[42],"security":[44],"chaos-based":[47],"steganographic":[48],"method,":[49],"namely":[50],"Chaotic":[52],"Edge":[53],"adaptive":[54],"Least":[55],"Significant":[56],"Bit":[57],"Matching":[58],"Revisited":[59],"(Chaotic":[60],"EA-LSBMR).":[61],"We":[62],"focus":[63],"on":[64],"universal":[66],"steganalysis":[68],"method":[69],"which":[70],"uses":[71],"higher-order":[73],"statistics":[74],"features":[76],"taken":[77],"from":[78],"wavelet":[80],"multiresolution":[81],"approach.":[82],"A":[83],"Fisher":[84],"Linear":[85],"Discriminant":[86],"classifier":[87],"is":[88],"used":[89],"to":[90],"classify":[91],"stego":[94],"images.":[95]},"counts_by_year":[{"year":2018,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
