{"id":"https://openalex.org/W4415709708","doi":"https://doi.org/10.1109/icme59968.2025.11209554","title":"SDS-TG: Secure Diffusion Steganography in Text-Guided Generative Images","display_name":"SDS-TG: Secure Diffusion Steganography in Text-Guided Generative Images","publication_year":2025,"publication_date":"2025-06-30","ids":{"openalex":"https://openalex.org/W4415709708","doi":"https://doi.org/10.1109/icme59968.2025.11209554"},"language":null,"primary_location":{"id":"doi:10.1109/icme59968.2025.11209554","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme59968.2025.11209554","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Multimedia and Expo (ICME)","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/A5038283139","display_name":"H. X. Yang","orcid":"https://orcid.org/0000-0001-9160-8385"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Haozhong Yang","raw_affiliation_strings":["Sichuan University,School of Cyber Science and Engineering,Chengdu,China"],"affiliations":[{"raw_affiliation_string":"Sichuan University,School of Cyber Science and Engineering,Chengdu,China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100373271","display_name":"Hongxia Wang","orcid":"https://orcid.org/0000-0002-1339-2504"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongxia Wang","raw_affiliation_strings":["Sichuan University,School of Cyber Science and Engineering,Chengdu,China"],"affiliations":[{"raw_affiliation_string":"Sichuan University,School of Cyber Science and Engineering,Chengdu,China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075690063","display_name":"Jinhe Li","orcid":"https://orcid.org/0009-0000-3633-7332"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinhe Li","raw_affiliation_strings":["Sichuan University,School of Cyber Science and Engineering,Chengdu,China"],"affiliations":[{"raw_affiliation_string":"Sichuan University,School of Cyber Science and Engineering,Chengdu,China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070785713","display_name":"Fei Zhang","orcid":"https://orcid.org/0000-0002-2591-906X"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei Zhang","raw_affiliation_strings":["Sichuan University,School of Cyber Science and Engineering,Chengdu,China"],"affiliations":[{"raw_affiliation_string":"Sichuan University,School of Cyber Science and Engineering,Chengdu,China","institution_ids":["https://openalex.org/I24185976"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5038283139"],"corresponding_institution_ids":["https://openalex.org/I24185976"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31326109,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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":0.88919997215271,"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":0.88919997215271,"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":0.04859999939799309,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.021800000220537186,"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":0.7355999946594238},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.7088000178337097},{"id":"https://openalex.org/keywords/information-hiding","display_name":"Information hiding","score":0.6715999841690063},{"id":"https://openalex.org/keywords/steganalysis","display_name":"Steganalysis","score":0.5582000017166138},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.519599974155426},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4334999918937683},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.4189000129699707},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.3874000012874603},{"id":"https://openalex.org/keywords/steganography-tools","display_name":"Steganography tools","score":0.3727000057697296}],"concepts":[{"id":"https://openalex.org/C108801101","wikidata":"https://www.wikidata.org/wiki/Q15032","display_name":"Steganography","level":3,"score":0.7355999946594238},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7088000178337097},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7020999789237976},{"id":"https://openalex.org/C3073032","wikidata":"https://www.wikidata.org/wiki/Q15912075","display_name":"Information hiding","level":3,"score":0.6715999841690063},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5871000289916992},{"id":"https://openalex.org/C107368093","wikidata":"https://www.wikidata.org/wiki/Q448176","display_name":"Steganalysis","level":4,"score":0.5582000017166138},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.519599974155426},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.48030000925064087},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4334999918937683},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.4189000129699707},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.3874000012874603},{"id":"https://openalex.org/C13179402","wikidata":"https://www.wikidata.org/wiki/Q7606662","display_name":"Steganography tools","level":4,"score":0.3727000057697296},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3569999933242798},{"id":"https://openalex.org/C150817343","wikidata":"https://www.wikidata.org/wiki/Q875932","display_name":"Digital watermarking","level":3,"score":0.3328999876976013},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.33160001039505005},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.3285999894142151},{"id":"https://openalex.org/C2776674983","wikidata":"https://www.wikidata.org/wiki/Q545981","display_name":"Image editing","level":3,"score":0.30379998683929443},{"id":"https://openalex.org/C2779338814","wikidata":"https://www.wikidata.org/wiki/Q5179285","display_name":"Covert","level":2,"score":0.28769999742507935},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.2867000102996826},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.28369998931884766},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.2689000070095062},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.26840001344680786},{"id":"https://openalex.org/C164112704","wikidata":"https://www.wikidata.org/wiki/Q7974348","display_name":"Watermark","level":3,"score":0.2630000114440918},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.25839999318122864},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.2538999915122986}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme59968.2025.11209554","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme59968.2025.11209554","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W1955882805","https://openalex.org/W1976570511","https://openalex.org/W2009130368","https://openalex.org/W2170598445","https://openalex.org/W2542290803","https://openalex.org/W2751202750","https://openalex.org/W2892948265","https://openalex.org/W2949862294","https://openalex.org/W2981228172","https://openalex.org/W3088440139","https://openalex.org/W3199355384","https://openalex.org/W4312933868","https://openalex.org/W4362654036","https://openalex.org/W4386158715","https://openalex.org/W4387969350","https://openalex.org/W4401608840","https://openalex.org/W4402660162","https://openalex.org/W4402727205","https://openalex.org/W4403792222","https://openalex.org/W4410857835"],"related_works":[],"abstract_inverted_index":{"To":[0,36],"accommodate":[1],"covert":[2],"communications":[3],"based":[4,52],"on":[5,53],"generated":[6],"images,":[7],"researchers":[8],"hid":[9],"secret":[10,57,79],"information":[11,58,80,116],"into":[12,59,88],"the":[13,29,89,97,101,105,108,113,120],"image":[14,30,91,121],"generation":[15,31,92,122],"process":[16,32],"in":[17,47,136],"an":[18,60],"endogenous":[19],"manner.":[20],"Existing":[21],"methods":[22,135],"often":[23],"degrade":[24],"model":[25,34,70],"performance":[26],"by":[27],"altering":[28,119],"or":[33],"parameters.":[35],"address":[37],"these":[38],"limitations,":[39],"we":[40,95],"propose":[41],"a":[42,74],"secure":[43],"diffusion":[44,102],"steganography":[45],"framework":[46],"text-guided":[48],"generative":[49],"images":[50,67],"(SDS-TG)":[51],"Stable":[54],"Diffusion,":[55],"embedding":[56],"imperceptible":[61],"latent":[62],"space,":[63],"thereby":[64],"generating":[65],"high-quality":[66],"without":[68,118],"compromising":[69],"performance.":[71],"We":[72],"establish":[73],"reversible":[75],"mapping":[76],"mechanism":[77],"between":[78],"and":[81,111,132,140],"standard":[82],"Gaussian":[83],"noise,":[84],"seamlessly":[85],"integrating":[86],"it":[87],"conditional":[90],"process.":[93,123],"Additionally,":[94],"fine-tune":[96],"encoder":[98],"part":[99],"of":[100,107,115,138],"models,":[103],"enhancing":[104],"robustness":[106,139],"steganographic":[109],"algorithm":[110],"improving":[112],"accuracy":[114],"extraction,":[117],"Experiments":[124],"demonstrate":[125],"that":[126],"this":[127],"approach":[128],"offers":[129],"high":[130],"security":[131],"surpasses":[133],"SOTA":[134],"terms":[137],"capacity.":[141]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-30T00:00:00"}
