{"id":"https://openalex.org/W4405845585","doi":"https://doi.org/10.1109/wifs61860.2024.10810713","title":"Steganalysis in Directional JPEG Images","display_name":"Steganalysis in Directional JPEG Images","publication_year":2024,"publication_date":"2024-12-02","ids":{"openalex":"https://openalex.org/W4405845585","doi":"https://doi.org/10.1109/wifs61860.2024.10810713"},"language":"en","primary_location":{"id":"doi:10.1109/wifs61860.2024.10810713","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wifs61860.2024.10810713","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Workshop on Information Forensics and Security (WIFS)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5008546345","display_name":"Benedikt Lorch","orcid":"https://orcid.org/0000-0002-7843-4656"},"institutions":[{"id":"https://openalex.org/I190249584","display_name":"Universit\u00e4t Innsbruck","ror":"https://ror.org/054pv6659","country_code":"AT","type":"education","lineage":["https://openalex.org/I190249584"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Benedikt Lorch","raw_affiliation_strings":["University of Innsbruck,Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Innsbruck,Austria","institution_ids":["https://openalex.org/I190249584"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029455813","display_name":"Rainer B\u00f6hme","orcid":"https://orcid.org/0000-0003-4518-6227"},"institutions":[{"id":"https://openalex.org/I190249584","display_name":"Universit\u00e4t Innsbruck","ror":"https://ror.org/054pv6659","country_code":"AT","type":"education","lineage":["https://openalex.org/I190249584"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Rainer B\u00f6hme","raw_affiliation_strings":["University of Innsbruck,Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Innsbruck,Austria","institution_ids":["https://openalex.org/I190249584"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I190249584"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":0.9990000128746033,"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":0.9990000128746033,"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":0.9939000010490417,"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":0.9908000230789185,"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":0.8718899488449097},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.684357762336731},{"id":"https://openalex.org/keywords/jpeg","display_name":"JPEG","score":0.6814864873886108},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6556338667869568},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5296820402145386},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37463831901550293},{"id":"https://openalex.org/keywords/steganography","display_name":"Steganography","score":0.2778457999229431},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.23456087708473206}],"concepts":[{"id":"https://openalex.org/C107368093","wikidata":"https://www.wikidata.org/wiki/Q448176","display_name":"Steganalysis","level":4,"score":0.8718899488449097},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.684357762336731},{"id":"https://openalex.org/C198751489","wikidata":"https://www.wikidata.org/wiki/Q2195","display_name":"JPEG","level":3,"score":0.6814864873886108},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6556338667869568},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5296820402145386},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37463831901550293},{"id":"https://openalex.org/C108801101","wikidata":"https://www.wikidata.org/wiki/Q15032","display_name":"Steganography","level":3,"score":0.2778457999229431},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.23456087708473206}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wifs61860.2024.10810713","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wifs61860.2024.10810713","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Workshop on Information Forensics and Security (WIFS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W22271197","https://openalex.org/W1663899164","https://openalex.org/W1760530029","https://openalex.org/W2009130368","https://openalex.org/W2045110448","https://openalex.org/W2055625960","https://openalex.org/W2067945227","https://openalex.org/W2071451750","https://openalex.org/W2104705565","https://openalex.org/W2106663508","https://openalex.org/W2109812093","https://openalex.org/W2116380715","https://openalex.org/W2124664712","https://openalex.org/W2132966683","https://openalex.org/W2162182804","https://openalex.org/W2167999072","https://openalex.org/W2170598445","https://openalex.org/W2892948265","https://openalex.org/W3024885129","https://openalex.org/W3133560326","https://openalex.org/W3200766050","https://openalex.org/W4200085651","https://openalex.org/W6870297807"],"related_works":["https://openalex.org/W4220747575","https://openalex.org/W4200085651","https://openalex.org/W2160587766","https://openalex.org/W2241212938","https://openalex.org/W1529294424","https://openalex.org/W2139202308","https://openalex.org/W2088023168","https://openalex.org/W2045401301","https://openalex.org/W2355413035","https://openalex.org/W4294309378"],"abstract_inverted_index":{"A":[0],"common":[1],"belief":[2],"in":[3,67,83,91],"image":[4,9,35],"steganalysis":[5,31,54,77],"is":[6,32],"that":[7,38,75],"the":[8,15,68,92,95,112,125],"orientation":[10,118],"does":[11],"not":[12],"matter":[13],"because":[14],"statistics":[16],"are":[17,21],"similar":[18],"when":[19],"images":[20,39,84],"scanned":[22],"horizontally":[23],"or":[24],"vertically.":[25],"However,":[26],"feature-based":[27],"and":[28,53,65],"deep":[29],"learning-based":[30],"sensitive":[33],"to":[34,111],"rotations,":[36],"demonstrating":[37],"do":[40],"contain":[41],"directional":[42,86],"statistics.":[43],"In":[44],"this":[45],"paper,":[46],"we":[47],"systematically":[48],"study":[49],"how":[50],"JPEG":[51,69],"steganography":[52],"methods":[55],"interact":[56],"with":[57,85],"two":[58],"relevant":[59],"causes":[60],"of":[61],"directionality:":[62],"scene":[63,87],"content":[64],"asymmetries":[66,90],"quantization":[70],"table":[71],"(QT).":[72],"We":[73],"find":[74],"(1)":[76],"detectors":[78],"often":[79],"achieve":[80],"higher":[81],"accuracy":[82],"content,":[88],"(2)":[89],"QT":[93],"bias":[94],"detector\u2019s":[96],"generalization":[97],"towards":[98],"one":[99],"direction,":[100],"(3)":[101],"a":[102,108],"steganalyst":[103],"can":[104],"benefit":[105],"from":[106],"training":[107],"detector":[109],"tailored":[110],"directionality,":[113],"(4)":[114],"rotation":[115],"augmentation":[116],"improves":[117],"robustness,":[119],"but":[120],"reduces":[121],"detection":[122],"performance":[123],"on":[124],"original":[126],"orientation.":[127]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}