{"id":"https://openalex.org/W2808467956","doi":"https://doi.org/10.3390/fi10060054","title":"StegNet: Mega Image Steganography Capacity with Deep Convolutional Network","display_name":"StegNet: Mega Image Steganography Capacity with Deep Convolutional Network","publication_year":2018,"publication_date":"2018-06-15","ids":{"openalex":"https://openalex.org/W2808467956","doi":"https://doi.org/10.3390/fi10060054","mag":"2808467956"},"language":"en","primary_location":{"id":"doi:10.3390/fi10060054","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi10060054","pdf_url":"https://www.mdpi.com/1999-5903/10/6/54/pdf?version=1529323462","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-5903/10/6/54/pdf?version=1529323462","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021692394","display_name":"Pin Wu","orcid":"https://orcid.org/0000-0002-1411-1188"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pin Wu","raw_affiliation_strings":["School of Computer Science, Shanghai University, Shanghai 200444, China"],"raw_orcid":"https://orcid.org/0000-0002-1411-1188","affiliations":[{"raw_affiliation_string":"School of Computer Science, Shanghai University, Shanghai 200444, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100397654","display_name":"Yang Yang","orcid":"https://orcid.org/0000-0002-6627-2987"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Yang","raw_affiliation_strings":["School of Computer Science, Shanghai University, Shanghai 200444, China"],"raw_orcid":"https://orcid.org/0000-0002-6627-2987","affiliations":[{"raw_affiliation_string":"School of Computer Science, Shanghai University, Shanghai 200444, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100339621","display_name":"Xiaoqiang Li","orcid":"https://orcid.org/0000-0001-7243-2783"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaoqiang Li","raw_affiliation_strings":["School of Computer Science, Shanghai University, Shanghai 200444, China","Shanghai Institute for Advanced Communication & Data Science, Shanghai University, Shanghai 200444, China"],"raw_orcid":"https://orcid.org/0000-0001-7243-2783","affiliations":[{"raw_affiliation_string":"School of Computer Science, Shanghai University, Shanghai 200444, China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"Shanghai Institute for Advanced Communication & Data Science, Shanghai University, Shanghai 200444, China","institution_ids":["https://openalex.org/I113940042"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100339621"],"corresponding_institution_ids":["https://openalex.org/I113940042"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":5.1954,"has_fulltext":true,"cited_by_count":138,"citation_normalized_percentile":{"value":0.96759573,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"10","issue":"6","first_page":"54","last_page":"54"},"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":0.9997000098228455,"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":0.9987000226974487,"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/payload","display_name":"Payload (computing)","score":0.8780656456947327},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8328787088394165},{"id":"https://openalex.org/keywords/steganography","display_name":"Steganography","score":0.8293036222457886},{"id":"https://openalex.org/keywords/cover","display_name":"Cover (algebra)","score":0.6687543392181396},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.655206561088562},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6519222855567932},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.601410448551178},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.47007590532302856},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.44629886746406555},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.43776223063468933},{"id":"https://openalex.org/keywords/steganalysis","display_name":"Steganalysis","score":0.4219425618648529},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.41396060585975647},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.389661967754364},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.16805624961853027},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.12542352080345154}],"concepts":[{"id":"https://openalex.org/C134066672","wikidata":"https://www.wikidata.org/wiki/Q1424639","display_name":"Payload (computing)","level":3,"score":0.8780656456947327},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8328787088394165},{"id":"https://openalex.org/C108801101","wikidata":"https://www.wikidata.org/wiki/Q15032","display_name":"Steganography","level":3,"score":0.8293036222457886},{"id":"https://openalex.org/C2780428219","wikidata":"https://www.wikidata.org/wiki/Q16952335","display_name":"Cover (algebra)","level":2,"score":0.6687543392181396},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.655206561088562},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6519222855567932},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.601410448551178},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.47007590532302856},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.44629886746406555},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.43776223063468933},{"id":"https://openalex.org/C107368093","wikidata":"https://www.wikidata.org/wiki/Q448176","display_name":"Steganalysis","level":4,"score":0.4219425618648529},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.41396060585975647},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.389661967754364},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.16805624961853027},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.12542352080345154},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/fi10060054","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi10060054","pdf_url":"https://www.mdpi.com/1999-5903/10/6/54/pdf?version=1529323462","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1806.06357","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1806.06357","pdf_url":"https://arxiv.org/pdf/1806.06357","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:RePEc:gam:jftint:v:10:y:2018:i:6:p:54-:d:152721","is_oa":false,"landing_page_url":"https://www.mdpi.com/1999-5903/10/6/54/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:38291ad244cc41808f0f570d9c53edba","is_oa":true,"landing_page_url":"https://doaj.org/article/38291ad244cc41808f0f570d9c53edba","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet, Vol 10, Iss 6, p 54 (2018)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1999-5903/10/6/54/","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/fi10060054","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/fi10060054","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi10060054","pdf_url":"https://www.mdpi.com/1999-5903/10/6/54/pdf?version=1529323462","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2808467956.pdf","grobid_xml":"https://content.openalex.org/works/W2808467956.grobid-xml"},"referenced_works_count":69,"referenced_works":["https://openalex.org/W156779288","https://openalex.org/W1498436455","https://openalex.org/W1589812914","https://openalex.org/W1836465849","https://openalex.org/W1849277567","https://openalex.org/W1915485278","https://openalex.org/W1945046319","https://openalex.org/W1955882805","https://openalex.org/W2025768430","https://openalex.org/W2029596906","https://openalex.org/W2042970394","https://openalex.org/W2075652908","https://openalex.org/W2097117768","https://openalex.org/W2099471712","https://openalex.org/W2102409316","https://openalex.org/W2102511552","https://openalex.org/W2108598243","https://openalex.org/W2124022325","https://openalex.org/W2124701069","https://openalex.org/W2139438093","https://openalex.org/W2140404395","https://openalex.org/W2147800946","https://openalex.org/W2158320630","https://openalex.org/W2161969291","https://openalex.org/W2163234318","https://openalex.org/W2163605009","https://openalex.org/W2164885004","https://openalex.org/W2170598445","https://openalex.org/W2176412452","https://openalex.org/W2192227561","https://openalex.org/W2194775991","https://openalex.org/W2274287116","https://openalex.org/W2396805982","https://openalex.org/W2469362207","https://openalex.org/W2531409750","https://openalex.org/W2542290803","https://openalex.org/W2549139847","https://openalex.org/W2555182955","https://openalex.org/W2589898099","https://openalex.org/W2605121773","https://openalex.org/W2605195953","https://openalex.org/W2618530766","https://openalex.org/W2665759771","https://openalex.org/W2725990940","https://openalex.org/W2739748921","https://openalex.org/W2752782242","https://openalex.org/W2771036112","https://openalex.org/W2949117887","https://openalex.org/W2949650786","https://openalex.org/W2951004968","https://openalex.org/W2951583185","https://openalex.org/W2963285578","https://openalex.org/W2964121744","https://openalex.org/W2964267196","https://openalex.org/W2964350391","https://openalex.org/W3004271471","https://openalex.org/W3038058348","https://openalex.org/W4229494842","https://openalex.org/W4239072543","https://openalex.org/W4295274059","https://openalex.org/W4309845474","https://openalex.org/W4318977982","https://openalex.org/W4320013936","https://openalex.org/W4391602018","https://openalex.org/W4394643672","https://openalex.org/W6606386049","https://openalex.org/W6635090181","https://openalex.org/W6683411478","https://openalex.org/W6780248173"],"related_works":["https://openalex.org/W2148973528","https://openalex.org/W2939392096","https://openalex.org/W4243922849","https://openalex.org/W2106726851","https://openalex.org/W4309385482","https://openalex.org/W2792878404","https://openalex.org/W2068740952","https://openalex.org/W1583147569","https://openalex.org/W2182496537","https://openalex.org/W3154843532"],"abstract_inverted_index":{"Traditional":[0],"image":[1,58,70,74,79],"steganography":[2],"often":[3],"leans":[4],"interests":[5],"towards":[6],"safely":[7],"embedding":[8],"hidden":[9,78],"information":[10],"into":[11],"cover":[12,57,69],"images":[13,37],"with":[14,28,38,92],"payload":[15,94],"capacity":[16],"almost":[17],"neglected.":[18],"This":[19],"paper":[20],"combines":[21],"recent":[22],"deep":[23],"convolutional":[24],"neural":[25],"network":[26],"methods":[27],"image-into-image":[29],"steganography.":[30],"It":[31],"successfully":[32],"hides":[33],"the":[34,56,68,72,77,81],"same":[35],"size":[36],"a":[39],"decoding":[40],"rate":[41],"of":[42,49,55],"98.2%":[43],"or":[44],"bpp":[45],"(bits":[46],"per":[47],"pixel)":[48],"23.57":[50],"by":[51],"changing":[52],"only":[53],"0.76%":[54],"on":[59],"average.":[60],"Our":[61],"method":[62],"directly":[63],"learns":[64],"end-to-end":[65],"mappings":[66],"between":[67,76],"and":[71,75,80],"embedded":[73,89],"decoded":[82],"image.":[83],"We":[84],"further":[85],"show":[86],"that":[87],"our":[88],"image,":[90],"while":[91],"mega":[93],"capacity,":[95],"is":[96],"still":[97],"robust":[98],"to":[99],"statistical":[100],"analysis.":[101]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":25},{"year":2023,"cited_by_count":21},{"year":2022,"cited_by_count":21},{"year":2021,"cited_by_count":22},{"year":2020,"cited_by_count":17},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
