{"id":"https://openalex.org/W2139202308","doi":"https://doi.org/10.1109/elmar.2014.6923344","title":"A novel approach for image steganalysis","display_name":"A novel approach for image steganalysis","publication_year":2014,"publication_date":"2014-09-01","ids":{"openalex":"https://openalex.org/W2139202308","doi":"https://doi.org/10.1109/elmar.2014.6923344","mag":"2139202308"},"language":"en","primary_location":{"id":"doi:10.1109/elmar.2014.6923344","doi":"https://doi.org/10.1109/elmar.2014.6923344","is_oa":false,"landing_page_url":"https://doi.org/10.1109/elmar.2014.6923344","pdf_url":null,"source":{"id":"https://openalex.org/S4306523345","display_name":"International Symposium ELMAR (ELMAR)","issn_l":"1334-2630","issn":["1334-2630"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings ELMAR-2014","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5054181563","display_name":"Gabriel Bug\u00e1r","orcid":"https://orcid.org/0000-0002-1282-2904","observed_orcids":["https://orcid.org/0000-0002-1282-2904"]},"institutions":[{"id":"https://openalex.org/I183764125","display_name":"Technical University of Ko\u0161ice","ror":"https://ror.org/05xm08015","country_code":"SK","type":"education","lineage":["https://openalex.org/I183764125"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Gabriel Bugar","raw_affiliation_strings":["Dept. of Electronics and Multimedia Communications, Technical University of Kosice, Kosice, Slovak Republic","Dept. of Electronics and Multimedia Communications, Faculty of Electrical Engineering and Informatics, technical University of Ko\u0161ice, Letn\u00e1 9, 042 00 Ko\u0161ice, Slovak Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Electronics and Multimedia Communications, Technical University of Kosice, Kosice, Slovak Republic","institution_ids":["https://openalex.org/I183764125"]},{"raw_affiliation_string":"Dept. of Electronics and Multimedia Communications, Faculty of Electrical Engineering and Informatics, technical University of Ko\u0161ice, Letn\u00e1 9, 042 00 Ko\u0161ice, Slovak Republic","institution_ids":["https://openalex.org/I183764125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034734751","display_name":"Vladimir Banoci","orcid":"https://orcid.org/0009-0006-3856-9296","observed_orcids":["https://orcid.org/0009-0006-3856-9296"]},"institutions":[{"id":"https://openalex.org/I183764125","display_name":"Technical University of Ko\u0161ice","ror":"https://ror.org/05xm08015","country_code":"SK","type":"education","lineage":["https://openalex.org/I183764125"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Vladimir Banoci","raw_affiliation_strings":["Dept. of Electronics and Multimedia Communications, Technical University of Kosice, Kosice, Slovak Republic","Dept. of Electronics and Multimedia Communications, Faculty of Electrical Engineering and Informatics, technical University of Ko\u0161ice, Letn\u00e1 9, 042 00 Ko\u0161ice, Slovak Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Electronics and Multimedia Communications, Technical University of Kosice, Kosice, Slovak Republic","institution_ids":["https://openalex.org/I183764125"]},{"raw_affiliation_string":"Dept. of Electronics and Multimedia Communications, Faculty of Electrical Engineering and Informatics, technical University of Ko\u0161ice, Letn\u00e1 9, 042 00 Ko\u0161ice, Slovak Republic","institution_ids":["https://openalex.org/I183764125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052031622","display_name":"Martin Broda","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I183764125","display_name":"Technical University of Ko\u0161ice","ror":"https://ror.org/05xm08015","country_code":"SK","type":"education","lineage":["https://openalex.org/I183764125"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Martin Broda","raw_affiliation_strings":["Dept. of Electronics and Multimedia Communications, Technical University of Kosice, Kosice, Slovak Republic","Dept. of Electronics and Multimedia Communications, Faculty of Electrical Engineering and Informatics, technical University of Ko\u0161ice, Letn\u00e1 9, 042 00 Ko\u0161ice, Slovak Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Electronics and Multimedia Communications, Technical University of Kosice, Kosice, Slovak Republic","institution_ids":["https://openalex.org/I183764125"]},{"raw_affiliation_string":"Dept. of Electronics and Multimedia Communications, Faculty of Electrical Engineering and Informatics, technical University of Ko\u0161ice, Letn\u00e1 9, 042 00 Ko\u0161ice, Slovak Republic","institution_ids":["https://openalex.org/I183764125"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059238405","display_name":"Du\u0161an Levick\u00fd","orcid":"https://orcid.org/0000-0002-1295-1781","observed_orcids":["https://orcid.org/0000-0002-1295-1781"]},"institutions":[{"id":"https://openalex.org/I183764125","display_name":"Technical University of Ko\u0161ice","ror":"https://ror.org/05xm08015","country_code":"SK","type":"education","lineage":["https://openalex.org/I183764125"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Dusan Levicky","raw_affiliation_strings":["Dept. of Electronics and Multimedia Communications, Technical University of Kosice, Kosice, Slovak Republic","Dept. of Electronics and Multimedia Communications, Faculty of Electrical Engineering and Informatics, technical University of Ko\u0161ice, Letn\u00e1 9, 042 00 Ko\u0161ice, Slovak Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Electronics and Multimedia Communications, Technical University of Kosice, Kosice, Slovak Republic","institution_ids":["https://openalex.org/I183764125"]},{"raw_affiliation_string":"Dept. of Electronics and Multimedia Communications, Faculty of Electrical Engineering and Informatics, technical University of Ko\u0161ice, Letn\u00e1 9, 042 00 Ko\u0161ice, Slovak Republic","institution_ids":["https://openalex.org/I183764125"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I183764125"],"apc_list":null,"apc_paid":null,"fwci":0.3467,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.5252907,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":93},"biblio":{"volume":null,"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":0.9301999807357788,"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":0.9301999807357788,"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":0.06620000302791595,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.00039999998989515007,"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/image-steganalysis","display_name":"image steganalysis","score":0.9610000252723694},{"id":"https://openalex.org/keywords/jpeg-steganography","display_name":"JPEG steganography","score":0.8569999933242798},{"id":"https://openalex.org/keywords/statistical-image-features","display_name":"statistical image features","score":0.7990000247955322},{"id":"https://openalex.org/keywords/steganography-detection","display_name":"steganography detection","score":0.8339999914169312},{"id":"https://openalex.org/keywords/still-images","display_name":"still images","score":0.41499999165534973}],"concepts":[{"id":"https://openalex.org/C107368093","wikidata":"https://www.wikidata.org/wiki/Q448176","display_name":"Steganalysis","level":4,"score":0.9934052228927612},{"id":"https://openalex.org/C108801101","wikidata":"https://www.wikidata.org/wiki/Q15032","display_name":"Steganography","level":3,"score":0.8685628175735474},{"id":"https://openalex.org/C198751489","wikidata":"https://www.wikidata.org/wiki/Q2195","display_name":"JPEG","level":3,"score":0.8622229099273682},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7023534178733826},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6989649534225464},{"id":"https://openalex.org/C2221639","wikidata":"https://www.wikidata.org/wiki/Q2877","display_name":"Discrete cosine transform","level":3,"score":0.6941030025482178},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6262364387512207},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.5493672490119934},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.48880741000175476},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.48167240619659424},{"id":"https://openalex.org/C169805256","wikidata":"https://www.wikidata.org/wiki/Q1361381","display_name":"Transform coding","level":4,"score":0.45319992303848267},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4216892719268799},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4110891819000244},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/elmar.2014.6923344","doi":"https://doi.org/10.1109/elmar.2014.6923344","is_oa":false,"landing_page_url":"https://doi.org/10.1109/elmar.2014.6923344","pdf_url":null,"source":{"id":"https://openalex.org/S4306523345","display_name":"International Symposium ELMAR (ELMAR)","issn_l":"1334-2630","issn":["1334-2630"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings ELMAR-2014","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1479681406","https://openalex.org/W1512190422","https://openalex.org/W1518402653","https://openalex.org/W1589812914","https://openalex.org/W1760530029","https://openalex.org/W1765283245","https://openalex.org/W1806317803","https://openalex.org/W1875845630","https://openalex.org/W1921381240","https://openalex.org/W2066707869","https://openalex.org/W2107689227"],"related_works":["https://openalex.org/W2522750342","https://openalex.org/W2095948462","https://openalex.org/W2355413035","https://openalex.org/W2037059691","https://openalex.org/W2385397122","https://openalex.org/W2381439083","https://openalex.org/W2045401301","https://openalex.org/W2032297018","https://openalex.org/W1968515670","https://openalex.org/W1583147569"],"abstract_inverted_index":{"Since":[0],"JPEG":[1,14,89],"images":[2,15,27,71],"have":[3],"been":[4],"widely":[5,97],"used":[6,67,98],"in":[7,25,81,101,108],"our":[8,92],"daily":[9],"life,":[10],"the":[11,36,43,55,60,84],"steganalysis":[12,24,49,86],"for":[13,68,88],"becomes":[16],"very":[17],"important":[18],"and":[19],"significant.":[20],"The":[21,64],"Article":[22],"addresses":[23],"static":[26],"based":[28],"on":[29,42],"DCT":[30],"transformed":[31],"region,":[32],"able":[33],"to":[34],"recognize":[35],"most":[37],"popular":[38],"steganography":[39],"algorithms":[40],"occurring":[41],"Internet.":[44],"We":[45],"propose":[46],"a":[47],"new":[48],"method,":[50],"where":[51],"statistical":[52,75],"properties":[53],"of":[54,70,73,96],"image":[56],"are":[57],"explored,":[58],"regardless":[59],"embedding":[61],"procedure":[62],"employed.":[63],"feature":[65],"set":[66],"classification":[69],"consists":[72],"285":[74],"features.":[76],"Experimental":[77],"results":[78],"show":[79],"that":[80],"comparing":[82],"with":[83],"universal":[85],"method":[87,93,100],"stego":[90],"images,":[91],"improves":[94],"detection":[95,102],"steganographic":[99],"process,":[103],"which":[104],"provides":[105],"observable":[106],"differences":[107],"investigation":[109],"performance.":[110]},"counts_by_year":[{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}