{"id":"https://openalex.org/W4408353585","doi":"https://doi.org/10.1109/icassp49660.2025.10888052","title":"INN-based Secure Steganography Using Lost Information as Adversarial Perturbations","display_name":"INN-based Secure Steganography Using Lost Information as Adversarial Perturbations","publication_year":2025,"publication_date":"2025-03-12","ids":{"openalex":"https://openalex.org/W4408353585","doi":"https://doi.org/10.1109/icassp49660.2025.10888052"},"language":"en","primary_location":{"id":"doi:10.1109/icassp49660.2025.10888052","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10888052","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-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/A5004012752","display_name":"Fei Shang","orcid":"https://orcid.org/0000-0003-4037-259X"},"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":true,"raw_author_name":"Fei Shang","raw_affiliation_strings":["Sun Yat-sen University,Guangdong Key Lab of Information Security,School of Computer Science and Engineering,Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"Sun Yat-sen University,Guangdong Key Lab of Information Security,School of Computer Science and Engineering,Guangzhou,China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112119688","display_name":"Weixiang Zhao","orcid":null},"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":"Weixiang Zhao","raw_affiliation_strings":["Sun Yat-sen University,Guangdong Key Lab of Information Security,School of Computer Science and Engineering,Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"Sun Yat-sen University,Guangdong Key Lab of Information Security,School of Computer Science and Engineering,Guangzhou,China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077333494","display_name":"Xiangui Kang","orcid":"https://orcid.org/0000-0002-3134-0353"},"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":"Xiangui Kang","raw_affiliation_strings":["Sun Yat-sen University,Guangdong Key Lab of Information Security,School of Computer Science and Engineering,Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"Sun Yat-sen University,Guangdong Key Lab of Information Security,School of Computer Science and Engineering,Guangzhou,China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080051025","display_name":"Z. Jane Wang","orcid":"https://orcid.org/0009-0006-6717-4357"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Z. Jane Wang","raw_affiliation_strings":["University of British Columbia,Department of Electrical and Computer Engineering,Vancouver,Canada"],"affiliations":[{"raw_affiliation_string":"University of British Columbia,Department of Electrical and Computer Engineering,Vancouver,Canada","institution_ids":["https://openalex.org/I141945490"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5004012752"],"corresponding_institution_ids":["https://openalex.org/I157773358"],"apc_list":null,"apc_paid":null,"fwci":1.319,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.77961805,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9940000176429749,"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/adversarial-system","display_name":"Adversarial system","score":0.7626107335090637},{"id":"https://openalex.org/keywords/steganography","display_name":"Steganography","score":0.716029167175293},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6692535877227783},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5200578570365906},{"id":"https://openalex.org/keywords/steganography-tools","display_name":"Steganography tools","score":0.4620574712753296},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.26270127296447754},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.17721855640411377}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.7626107335090637},{"id":"https://openalex.org/C108801101","wikidata":"https://www.wikidata.org/wiki/Q15032","display_name":"Steganography","level":3,"score":0.716029167175293},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6692535877227783},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5200578570365906},{"id":"https://openalex.org/C13179402","wikidata":"https://www.wikidata.org/wiki/Q7606662","display_name":"Steganography tools","level":4,"score":0.4620574712753296},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26270127296447754},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.17721855640411377}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp49660.2025.10888052","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10888052","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.5299999713897705,"display_name":"Climate action"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2133665775","https://openalex.org/W2170598445","https://openalex.org/W2322622188","https://openalex.org/W2621048556","https://openalex.org/W2765424254","https://openalex.org/W2794584741","https://openalex.org/W2891158090","https://openalex.org/W2892948265","https://openalex.org/W2960139675","https://openalex.org/W2962858109","https://openalex.org/W2966111271","https://openalex.org/W3081541465","https://openalex.org/W3163923129","https://openalex.org/W3182074013","https://openalex.org/W4205588087","https://openalex.org/W4214543711","https://openalex.org/W4285261174","https://openalex.org/W4312906123","https://openalex.org/W4362468085","https://openalex.org/W4375869335","https://openalex.org/W4382239882","https://openalex.org/W4382318756","https://openalex.org/W4385805071","https://openalex.org/W4386066514","https://openalex.org/W4387092851","https://openalex.org/W4390854640","https://openalex.org/W4390872822","https://openalex.org/W4391430021","https://openalex.org/W4393159261","https://openalex.org/W4400643948"],"related_works":["https://openalex.org/W2560172240","https://openalex.org/W3146660591","https://openalex.org/W1995538220","https://openalex.org/W3020816551","https://openalex.org/W2338095724","https://openalex.org/W2804412098","https://openalex.org/W2186632617","https://openalex.org/W2548321233","https://openalex.org/W2188948172","https://openalex.org/W2154118756"],"abstract_inverted_index":{"Recently":[0],"image":[1,52,98,122],"steganography":[2,53,137],"methods":[3],"based":[4],"on":[5],"invertible":[6],"neural":[7],"networks":[8],"(INNs)":[9],"demonstrated":[10],"the":[11,43,71,74,79,83,93,96,125,147],"capability":[12],"to":[13,55,85,99,112,156],"automatically":[14],"embed":[15],"and":[16,34,60,119],"extract":[17],"secret":[18],"messages":[19],"while":[20,131],"maintaining":[21],"high":[22],"visual":[23],"quality":[24],"in":[25,65],"stego":[26,103],"images.":[27],"However,":[28],"there":[29],"remain":[30],"concerns":[31],"about":[32],"security":[33,130],"invertibility":[35,72],"of":[36,73,82,95,135,151,161],"such":[37],"methods.":[38],"In":[39],"this":[40],"paper,":[41],"for":[42],"first":[44],"time,":[45],"we":[46],"introduce":[47],"adversarial":[48,61,102],"hiding":[49],"into":[50],"INN-based":[51,136],"method":[54,69,127],"simultaneously":[56],"perform":[57],"steganographic":[58],"embedding":[59],"perturbation":[62],"generation,":[63],"resulting":[64],"improved":[66],"security.":[67],"Our":[68],"enhances":[70],"INN":[75,84],"structure:":[76],"It":[77],"utilizes":[78],"lost":[80],"information":[81,114],"generate":[86],"perturbations,":[87],"which":[88],"are":[89],"then":[90],"combined":[91],"with":[92],"gradient":[94],"cover":[97],"produce":[100],"an":[101],"image.":[104],"Also,":[105],"a":[106,159],"learnable":[107],"noise":[108],"layer":[109],"is":[110],"proposed":[111,126],"mitigate":[113],"loss":[115],"caused":[116],"by":[117,141],"rounding":[118],"truncation":[120],"during":[121],"storage.":[123],"Therefore,":[124],"significantly":[128],"improves":[129],"enhancing":[132],"extraction":[133],"performance":[134],"approach,":[138],"as":[139],"supported":[140],"our":[142],"experimental":[143],"results.":[144],"For":[145],"example,":[146],"steganalysis":[148],"detection":[149],"accuracy":[150],"SRNet":[152],"decreases":[153],"from":[154],"96.86%":[155],"51.77%":[157],"at":[158],"payload":[160],"0.2":[162],"bits":[163],"per":[164],"pixel":[165],"(bpp).":[166]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}