{"id":"https://openalex.org/W2130400325","doi":"https://doi.org/10.1109/icip.2007.4379115","title":"Steganalyzing Texture Images","display_name":"Steganalyzing Texture Images","publication_year":2007,"publication_date":"2007-01-01","ids":{"openalex":"https://openalex.org/W2130400325","doi":"https://doi.org/10.1109/icip.2007.4379115","mag":"2130400325"},"language":"en","primary_location":{"id":"doi:10.1109/icip.2007.4379115","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip.2007.4379115","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2007 IEEE International Conference on Image Processing","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/A5100667062","display_name":"Chunhua Chen","orcid":"https://orcid.org/0000-0002-4087-5309"},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chunhua Chen","raw_affiliation_strings":["New Jersey Institute of Technology, Newark, NJ, USA","New Jersey Institute of Technology, Newark,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Jersey Institute of Technology, Newark, NJ, USA","institution_ids":["https://openalex.org/I118118575"]},{"raw_affiliation_string":"New Jersey Institute of Technology, Newark,","institution_ids":["https://openalex.org/I118118575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112253415","display_name":"Yun Q. Shi","orcid":"https://orcid.org/0009-0007-4038-0430"},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yun Q. Shi","raw_affiliation_strings":["New Jersey Institute of Technology, Newark, NJ, USA","New Jersey Institute of Technology, Newark,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Jersey Institute of Technology, Newark, NJ, USA","institution_ids":["https://openalex.org/I118118575"]},{"raw_affiliation_string":"New Jersey Institute of Technology, Newark,","institution_ids":["https://openalex.org/I118118575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111714804","display_name":"Guorong Xuan","orcid":null},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guorong Xuan","raw_affiliation_strings":["University of Tongji, Shanghai, China","Tongji University, Shanghai, China;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Tongji, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]},{"raw_affiliation_string":"Tongji University, Shanghai, China;","institution_ids":["https://openalex.org/I116953780"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.3033,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.89296865,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"II ","last_page":" 153"},"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":0.9940999746322632,"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/texture","display_name":"Texture (cosmology)","score":0.7290439605712891},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6857349276542664},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.674895167350769},{"id":"https://openalex.org/keywords/image-texture","display_name":"Image texture","score":0.6707761287689209},{"id":"https://openalex.org/keywords/discrete-cosine-transform","display_name":"Discrete cosine transform","score":0.6375834345817566},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.586811900138855},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5804637670516968},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.577597975730896},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5579826831817627},{"id":"https://openalex.org/keywords/texture-filtering","display_name":"Texture filtering","score":0.5384234189987183},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5250144600868225},{"id":"https://openalex.org/keywords/texture-compression","display_name":"Texture compression","score":0.49817991256713867},{"id":"https://openalex.org/keywords/steganography","display_name":"Steganography","score":0.4910576343536377},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.42443227767944336},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.38301122188568115},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.2785447835922241}],"concepts":[{"id":"https://openalex.org/C2781195486","wikidata":"https://www.wikidata.org/wiki/Q289436","display_name":"Texture (cosmology)","level":3,"score":0.7290439605712891},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6857349276542664},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.674895167350769},{"id":"https://openalex.org/C63099799","wikidata":"https://www.wikidata.org/wiki/Q17147001","display_name":"Image texture","level":4,"score":0.6707761287689209},{"id":"https://openalex.org/C2221639","wikidata":"https://www.wikidata.org/wiki/Q2877","display_name":"Discrete cosine transform","level":3,"score":0.6375834345817566},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.586811900138855},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5804637670516968},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.577597975730896},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5579826831817627},{"id":"https://openalex.org/C144743038","wikidata":"https://www.wikidata.org/wiki/Q3267765","display_name":"Texture filtering","level":5,"score":0.5384234189987183},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5250144600868225},{"id":"https://openalex.org/C54243161","wikidata":"https://www.wikidata.org/wiki/Q39333","display_name":"Texture compression","level":5,"score":0.49817991256713867},{"id":"https://openalex.org/C108801101","wikidata":"https://www.wikidata.org/wiki/Q15032","display_name":"Steganography","level":3,"score":0.4910576343536377},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.42443227767944336},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.38301122188568115},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2785447835922241},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icip.2007.4379115","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip.2007.4379115","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2007 IEEE International Conference on Image Processing","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.625.3883","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.625.3883","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.grxuan.org/english/ICIP2007_Steganalyzing Texture Images.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1521843029","https://openalex.org/W1760530029","https://openalex.org/W1786559196","https://openalex.org/W1806317803","https://openalex.org/W2060001675","https://openalex.org/W2068740952","https://openalex.org/W2104808305","https://openalex.org/W2106389738","https://openalex.org/W2120687992","https://openalex.org/W2145015841","https://openalex.org/W2153615901","https://openalex.org/W2153635508","https://openalex.org/W3120421331","https://openalex.org/W6638363521"],"related_works":["https://openalex.org/W2165772202","https://openalex.org/W2166724105","https://openalex.org/W2154859065","https://openalex.org/W1983661653","https://openalex.org/W2093957690","https://openalex.org/W2743128629","https://openalex.org/W2003873690","https://openalex.org/W2115502907","https://openalex.org/W2359713774","https://openalex.org/W2035842265"],"abstract_inverted_index":{"A":[0],"texture":[1,18,24,94,114],"image":[2],"is":[3,99],"of":[4,49,71,75,88],"noisy":[5],"nature":[6],"in":[7,17,20,22,40],"its":[8],"spatial":[9,58],"representation.":[10],"As":[11],"a":[12,69,76],"result,":[13],"the":[14,57,61,86],"data":[15],"hidden":[16],"images,":[19,25],"particular":[21],"raw":[23],"are":[26],"hard":[27],"to":[28,93],"detect":[29],"with":[30],"current":[31],"steganalytic":[32],"methods.":[33],"We":[34],"propose":[35],"an":[36,108],"effective":[37,109],"universal":[38,110],"steganalyzer":[39,111],"this":[41,102],"paper,":[42],"which":[43],"combines":[44],"features,":[45],"i.e.,":[46],"statistical":[47],"moments":[48],"1-D":[50],"and":[51,60,115],"2-D":[52],"characteristic":[53],"functions":[54],"extracted":[55],"from":[56],"representation":[59],"block":[62,73],"discrete":[63],"cosine":[64],"transform":[65],"(BDCT)":[66],"representations":[67],"(with":[68],"set":[70],"different":[72],"sizes)":[74],"given":[77],"test":[78],"image.":[79],"This":[80],"novel":[81],"scheme":[82,103],"can":[83,104],"greatly":[84],"improve":[85],"capability":[87],"attacking":[89],"steganographic":[90],"methods":[91],"applied":[92],"images.":[95,117],"In":[96],"addition,":[97],"it":[98],"shown":[100],"that":[101],"be":[105],"used":[106],"as":[107],"for":[112],"both":[113],"non-texture":[116]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}