{"id":"https://openalex.org/W3180275512","doi":"https://doi.org/10.1109/tdsc.2021.3095072","title":"Distribution-Preserving Steganography Based on Text-to-Speech Generative Models","display_name":"Distribution-Preserving Steganography Based on Text-to-Speech Generative Models","publication_year":2021,"publication_date":"2021-07-07","ids":{"openalex":"https://openalex.org/W3180275512","doi":"https://doi.org/10.1109/tdsc.2021.3095072","mag":"3180275512"},"language":"en","primary_location":{"id":"doi:10.1109/tdsc.2021.3095072","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tdsc.2021.3095072","pdf_url":null,"source":{"id":"https://openalex.org/S133795288","display_name":"IEEE Transactions on Dependable and Secure Computing","issn_l":"1545-5971","issn":["1545-5971","1941-0018","2160-9209"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Dependable and Secure Computing","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/A5045121980","display_name":"Kejiang Chen","orcid":"https://orcid.org/0000-0002-9868-3414"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kejiang Chen","raw_affiliation_strings":["CAS Key Laboratory of Electromagnetic Space Information, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-9868-3414","affiliations":[{"raw_affiliation_string":"CAS Key Laboratory of Electromagnetic Space Information, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025286392","display_name":"Hang Zhou","orcid":"https://orcid.org/0000-0001-7860-8452"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hang Zhou","raw_affiliation_strings":["CAS Key Laboratory of Electromagnetic Space Information, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0001-7860-8452","affiliations":[{"raw_affiliation_string":"CAS Key Laboratory of Electromagnetic Space Information, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101622213","display_name":"Hanqing Zhao","orcid":"https://orcid.org/0009-0003-0171-9543"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hanqing Zhao","raw_affiliation_strings":["CAS Key Laboratory of Electromagnetic Space Information, University of Science and Technology of China, Hefei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CAS Key Laboratory of Electromagnetic Space Information, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100364587","display_name":"Dongdong Chen","orcid":"https://orcid.org/0000-0002-4642-4373"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dongdong Chen","raw_affiliation_strings":["Microsoft Research Redmond, Redmond, WA, USA"],"raw_orcid":"https://orcid.org/0000-0002-4642-4373","affiliations":[{"raw_affiliation_string":"Microsoft Research Redmond, Redmond, WA, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067689180","display_name":"Weiming Zhang","orcid":"https://orcid.org/0000-0001-5576-6108"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiming Zhang","raw_affiliation_strings":["CAS Key Laboratory of Electromagnetic Space Information, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0001-5576-6108","affiliations":[{"raw_affiliation_string":"CAS Key Laboratory of Electromagnetic Space Information, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064573190","display_name":"Nenghai Yu","orcid":"https://orcid.org/0000-0003-4417-9316"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nenghai Yu","raw_affiliation_strings":["CAS Key Laboratory of Electromagnetic Space Information, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0003-4417-9316","affiliations":[{"raw_affiliation_string":"CAS Key Laboratory of Electromagnetic Space Information, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6351,"has_fulltext":false,"cited_by_count":42,"citation_normalized_percentile":{"value":0.84131889,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"19","issue":"5","first_page":"3343","last_page":"3356"},"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":0.9979000091552734,"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":0.9977999925613403,"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/steganography","display_name":"Steganography","score":0.9339863061904907},{"id":"https://openalex.org/keywords/steganalysis","display_name":"Steganalysis","score":0.7735240459442139},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7678811550140381},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.5548183917999268},{"id":"https://openalex.org/keywords/information-hiding","display_name":"Information hiding","score":0.5010313987731934},{"id":"https://openalex.org/keywords/distribution","display_name":"Distribution (mathematics)","score":0.47964030504226685},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.45292770862579346},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4444025158882141},{"id":"https://openalex.org/keywords/steganography-tools","display_name":"Steganography tools","score":0.43993884325027466},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4174681305885315},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3247866630554199},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.20972958207130432},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2090013325214386}],"concepts":[{"id":"https://openalex.org/C108801101","wikidata":"https://www.wikidata.org/wiki/Q15032","display_name":"Steganography","level":3,"score":0.9339863061904907},{"id":"https://openalex.org/C107368093","wikidata":"https://www.wikidata.org/wiki/Q448176","display_name":"Steganalysis","level":4,"score":0.7735240459442139},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7678811550140381},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5548183917999268},{"id":"https://openalex.org/C3073032","wikidata":"https://www.wikidata.org/wiki/Q15912075","display_name":"Information hiding","level":3,"score":0.5010313987731934},{"id":"https://openalex.org/C110121322","wikidata":"https://www.wikidata.org/wiki/Q865811","display_name":"Distribution (mathematics)","level":2,"score":0.47964030504226685},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.45292770862579346},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4444025158882141},{"id":"https://openalex.org/C13179402","wikidata":"https://www.wikidata.org/wiki/Q7606662","display_name":"Steganography tools","level":4,"score":0.43993884325027466},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4174681305885315},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3247866630554199},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.20972958207130432},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2090013325214386},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tdsc.2021.3095072","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tdsc.2021.3095072","pdf_url":null,"source":{"id":"https://openalex.org/S133795288","display_name":"IEEE Transactions on Dependable and Secure Computing","issn_l":"1545-5971","issn":["1545-5971","1941-0018","2160-9209"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Dependable and Secure Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.6899999976158142}],"awards":[{"id":"https://openalex.org/G3986437333","display_name":null,"funder_award_id":"62002334","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4278025092","display_name":null,"funder_award_id":"62072421","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7490707264","display_name":null,"funder_award_id":"2021M693091","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":82,"referenced_works":["https://openalex.org/W95152782","https://openalex.org/W1479681406","https://openalex.org/W1512190422","https://openalex.org/W1527181506","https://openalex.org/W1556911442","https://openalex.org/W1588594383","https://openalex.org/W1785692036","https://openalex.org/W1878459630","https://openalex.org/W1878907771","https://openalex.org/W1909320841","https://openalex.org/W1922655562","https://openalex.org/W1959608418","https://openalex.org/W1968217698","https://openalex.org/W2096050104","https://openalex.org/W2104446175","https://openalex.org/W2112139527","https://openalex.org/W2124664712","https://openalex.org/W2134527668","https://openalex.org/W2135864272","https://openalex.org/W2142532936","https://openalex.org/W2186924496","https://openalex.org/W2423557781","https://openalex.org/W2465668359","https://openalex.org/W2519091744","https://openalex.org/W2527729766","https://openalex.org/W2558527387","https://openalex.org/W2612434969","https://openalex.org/W2719304056","https://openalex.org/W2749193951","https://openalex.org/W2790928171","https://openalex.org/W2802024536","https://openalex.org/W2860433205","https://openalex.org/W2883233582","https://openalex.org/W2885722305","https://openalex.org/W2899413106","https://openalex.org/W2911933223","https://openalex.org/W2914062350","https://openalex.org/W2945427228","https://openalex.org/W2952838738","https://openalex.org/W2953318193","https://openalex.org/W2954386831","https://openalex.org/W2962911378","https://openalex.org/W2963300588","https://openalex.org/W2963360258","https://openalex.org/W2963691546","https://openalex.org/W2963975282","https://openalex.org/W2964243274","https://openalex.org/W2964522594","https://openalex.org/W2965349828","https://openalex.org/W2972359262","https://openalex.org/W3007555324","https://openalex.org/W3025528898","https://openalex.org/W3037650204","https://openalex.org/W3042716719","https://openalex.org/W3081489129","https://openalex.org/W3083185154","https://openalex.org/W3086151814","https://openalex.org/W3210848652","https://openalex.org/W4253000688","https://openalex.org/W4289761690","https://openalex.org/W4297826085","https://openalex.org/W4320013936","https://openalex.org/W6603838645","https://openalex.org/W6630436116","https://openalex.org/W6639317949","https://openalex.org/W6639732818","https://openalex.org/W6640090968","https://openalex.org/W6640963894","https://openalex.org/W6679873336","https://openalex.org/W6727697161","https://openalex.org/W6728598159","https://openalex.org/W6737575990","https://openalex.org/W6743223498","https://openalex.org/W6749489859","https://openalex.org/W6752910514","https://openalex.org/W6753855596","https://openalex.org/W6759332404","https://openalex.org/W6766408173","https://openalex.org/W6766868121","https://openalex.org/W6778083308","https://openalex.org/W6803486629","https://openalex.org/W6917585676"],"related_works":["https://openalex.org/W2154118756","https://openalex.org/W129330134","https://openalex.org/W1965991389","https://openalex.org/W2166431153","https://openalex.org/W2158736088","https://openalex.org/W1659544335","https://openalex.org/W2370747589","https://openalex.org/W1533972467","https://openalex.org/W1974279004","https://openalex.org/W1716757876"],"abstract_inverted_index":{"Steganography":[0],"is":[1,30,35,80],"the":[2,15,33,47,51,54,70,75,97,102,127,141,146],"art":[3],"and":[4,32,50,122,133],"science":[5],"of":[6,17,57,77,105],"hiding":[7],"secret":[8,18],"messages":[9,19],"in":[10,69],"public":[11],"communication":[12],"so":[13],"that":[14,140],"presence":[16],"cannot":[20],"be":[21],"detected.":[22],"There":[23],"are":[24,64,136],"two":[25,62,129],"distribution-preserving":[26,91,117],"steganographic":[27],"frameworks,":[28],"one":[29],"sampler-based":[31],"other":[34],"compression-based.":[36],"The":[37],"former":[38,128],"requires":[39],"a":[40],"perfect":[41,98],"sampler":[42,99],"which":[43,93,124],"yields":[44],"data":[45,72],"following":[46],"same":[48],"distribution,":[49],"latter":[52],"needs":[53],"explicit":[55,103],"distribution":[56,76,104],"generative":[58,85,106],"objects.":[59],"However,":[60],"these":[61],"conditions":[63],"too":[65],"strict":[66],"even":[67],"unrealistic":[68],"traditional":[71],"environment,":[73],"e.g.,":[74],"natural":[78],"images":[79],"hard":[81],"to":[82,90,126,138],"seize.":[83],"Fortunately,":[84],"models":[86],"bring":[87],"new":[88],"vitality":[89],"steganography,":[92],"can":[94,144],"serve":[95],"as":[96,112],"or":[100],"provide":[101],"media.":[107],"Taking":[108],"text-to-speech":[109],"generation":[110],"task":[111],"an":[113],"example,":[114],"we":[115],"propose":[116],"steganography":[118],"based":[119],"on":[120],"WaveGlow":[121],"WaveRNN,":[123],"corresponds":[125],"categories.":[130],"Steganalysis":[131],"experiments":[132],"theoretical":[134],"analysis":[135],"conducted":[137],"demonstrate":[139],"proposed":[142],"methods":[143],"preserve":[145],"distribution.":[147]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
