{"id":"https://openalex.org/W3094940584","doi":"https://doi.org/10.3390/s20216305","title":"Digital Forensics of Scanned QR Code Images for Printer Source Identification Using Bottleneck Residual Block","display_name":"Digital Forensics of Scanned QR Code Images for Printer Source Identification Using Bottleneck Residual Block","publication_year":2020,"publication_date":"2020-11-05","ids":{"openalex":"https://openalex.org/W3094940584","doi":"https://doi.org/10.3390/s20216305","mag":"3094940584","pmid":"https://pubmed.ncbi.nlm.nih.gov/33167526"},"language":"en","primary_location":{"id":"doi:10.3390/s20216305","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s20216305","pdf_url":"https://www.mdpi.com/1424-8220/20/21/6305/pdf?version=1604639659","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/20/21/6305/pdf?version=1604639659","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056275495","display_name":"Zhongyuan Guo","orcid":"https://orcid.org/0000-0002-5445-1400"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongyuan Guo","raw_affiliation_strings":["School of Electronic Information, Wuhan University, Wuhan 430072, China"],"raw_orcid":"https://orcid.org/0000-0002-5445-1400","affiliations":[{"raw_affiliation_string":"School of Electronic Information, Wuhan University, Wuhan 430072, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101544973","display_name":"Hong Zheng","orcid":"https://orcid.org/0000-0001-8572-4347"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hong Zheng","raw_affiliation_strings":["School of Electronic Information, Wuhan University, Wuhan 430072, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information, Wuhan University, Wuhan 430072, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076020082","display_name":"Changhui You","orcid":"https://orcid.org/0000-0002-9135-1898"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changhui You","raw_affiliation_strings":["School of Electronic Information, Wuhan University, Wuhan 430072, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information, Wuhan University, Wuhan 430072, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005130995","display_name":"Xiaohang Xu","orcid":"https://orcid.org/0000-0002-0231-3102"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohang Xu","raw_affiliation_strings":["School of Electronic Information, Wuhan University, Wuhan 430072, China"],"raw_orcid":"https://orcid.org/0000-0002-0231-3102","affiliations":[{"raw_affiliation_string":"School of Electronic Information, Wuhan University, Wuhan 430072, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040461340","display_name":"Xiongbin Wu","orcid":"https://orcid.org/0000-0003-1615-0065"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiongbin Wu","raw_affiliation_strings":["School of Electronic Information, Wuhan University, Wuhan 430072, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information, Wuhan University, Wuhan 430072, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050012027","display_name":"Zhaohui Zheng","orcid":"https://orcid.org/0000-0002-7303-4856"},"institutions":[{"id":"https://openalex.org/I91125648","display_name":"Wuhan Institute of Technology","ror":"https://ror.org/04jcykh16","country_code":"CN","type":"education","lineage":["https://openalex.org/I91125648"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaohui Zheng","raw_affiliation_strings":["School of Mathematics and Physics, Wuhan Institute of Technology, Wuhan 430079, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics and Physics, Wuhan Institute of Technology, Wuhan 430079, China","institution_ids":["https://openalex.org/I91125648"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066387292","display_name":"Jianping Ju","orcid":"https://orcid.org/0000-0002-6207-2355"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianping Ju","raw_affiliation_strings":["School of Electronic Information, Wuhan University, Wuhan 430072, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information, Wuhan University, Wuhan 430072, China","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101544973"],"corresponding_institution_ids":["https://openalex.org/I37461747"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":0.575,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.69282484,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"20","issue":"21","first_page":"6305","last_page":"6305"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"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"}},"topics":[{"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/T10388","display_name":"Advanced Steganography and Watermarking Techniques","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"}},{"id":"https://openalex.org/T12122","display_name":"Physical Unclonable Functions (PUFs) and Hardware Security","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/bottleneck","display_name":"Bottleneck","score":0.7469812631607056},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.626060962677002},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6205254793167114},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.6085747480392456},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5451518893241882},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5404613018035889},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.5032560229301453},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.477058082818985},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.468217134475708},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46323367953300476},{"id":"https://openalex.org/keywords/open-source","display_name":"Open source","score":0.4402450621128082},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.37415361404418945},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.21491935849189758},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.18254801630973816},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11003220081329346},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09239432215690613},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.08232483267784119}],"concepts":[{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.7469812631607056},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.626060962677002},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6205254793167114},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.6085747480392456},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5451518893241882},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5404613018035889},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.5032560229301453},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.477058082818985},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.468217134475708},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46323367953300476},{"id":"https://openalex.org/C3018397939","wikidata":"https://www.wikidata.org/wiki/Q3644502","display_name":"Open source","level":3,"score":0.4402450621128082},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.37415361404418945},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.21491935849189758},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.18254801630973816},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11003220081329346},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09239432215690613},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.08232483267784119},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/s20216305","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s20216305","pdf_url":"https://www.mdpi.com/1424-8220/20/21/6305/pdf?version=1604639659","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},{"id":"pmid:33167526","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33167526","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:1e236ffaed0647e188e5fea0b4fb675b","is_oa":true,"landing_page_url":"https://doaj.org/article/1e236ffaed0647e188e5fea0b4fb675b","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":"Sensors, Vol 20, Iss 21, p 6305 (2020)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/20/21/6305/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s20216305","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":"Sensors; Volume 20; Issue 21; Pages: 6305","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:7663918","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7663918","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s20216305","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s20216305","pdf_url":"https://www.mdpi.com/1424-8220/20/21/6305/pdf?version=1604639659","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6151071980","display_name":"Arecibo\u4e0a\u7a7a\u4e2d\u95f4\u5c42\u4e0e\u4f4e\u70ed\u5c42\u94be\u5c42\u3001\u94a0\u5c42\u548c\u80cc\u666f\u6e29\u5ea6\u7684\u6fc0\u5149\u96f7\u8fbe\u89c2\u6d4b\u6570\u636e\u7814\u7a76","funder_award_id":"41474128","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6716368812","display_name":"\u9ad8\u9891\u65e0\u7ebf\u7535\u6d77\u6d0b\u56de\u6ce2\u5fae\u591a\u666e\u52d2\u6548\u5e94\u7684\u53d1\u73b0\u53ca\u5176\u673a\u7406\u7814\u7a76","funder_award_id":"61771352","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7094895260","display_name":null,"funder_award_id":"2016YFC1401100","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3094940584.pdf","grobid_xml":"https://content.openalex.org/works/W3094940584.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W592963477","https://openalex.org/W1686810756","https://openalex.org/W1966015705","https://openalex.org/W1977138574","https://openalex.org/W1981119885","https://openalex.org/W1987392461","https://openalex.org/W1998362799","https://openalex.org/W2053920965","https://openalex.org/W2079317077","https://openalex.org/W2097117768","https://openalex.org/W2112796928","https://openalex.org/W2144172034","https://openalex.org/W2155893237","https://openalex.org/W2163605009","https://openalex.org/W2194775991","https://openalex.org/W2294244233","https://openalex.org/W2606661584","https://openalex.org/W2609077090","https://openalex.org/W2618530766","https://openalex.org/W2620405083","https://openalex.org/W2753081261","https://openalex.org/W2794284562","https://openalex.org/W2804860796","https://openalex.org/W2895440075","https://openalex.org/W2919115771","https://openalex.org/W2944561635","https://openalex.org/W2950179405","https://openalex.org/W2962835968","https://openalex.org/W2966630839","https://openalex.org/W2993822473","https://openalex.org/W2996624780","https://openalex.org/W3007677725","https://openalex.org/W3009362901","https://openalex.org/W3036353099","https://openalex.org/W3046993924","https://openalex.org/W3065252915","https://openalex.org/W6681239517","https://openalex.org/W6684191040"],"related_works":["https://openalex.org/W2595172197","https://openalex.org/W2084856301","https://openalex.org/W2127970246","https://openalex.org/W2885125400","https://openalex.org/W4293305277","https://openalex.org/W2113128227","https://openalex.org/W2491403535","https://openalex.org/W2479811461","https://openalex.org/W2104915799","https://openalex.org/W4311938462"],"abstract_inverted_index":{"With":[0],"the":[1,8,12,35,63,113,123,127,137,151,178,192],"rapid":[2],"development":[3],"of":[4,11,22,58,66,71,106,110,126,153,157,180,194],"information":[5],"technology":[6],"and":[7,24,32,44,52,103,122,173],"widespread":[9],"use":[10],"Internet,":[13],"QR":[14,36,67,77,158],"codes":[15],"are":[16],"widely":[17,175],"used":[18,176],"in":[19,108,140,177,191],"all":[20],"walks":[21],"life":[23],"have":[25],"a":[26,92,99],"profound":[27],"impact":[28],"on":[29,82,119,160],"people's":[30],"work":[31],"life.":[33],"However,":[34],"code":[37,159],"itself":[38],"is":[39,57,87,167],"likely":[40],"to":[41,61],"be":[42],"printed":[43],"forged,":[45],"which":[46,89,166],"will":[47],"cause":[48],"serious":[49],"economic":[50],"losses":[51],"criminal":[53],"offenses.":[54],"Therefore,":[55],"it":[56],"great":[59],"significance":[60],"identify":[62],"printer":[64,72,147,154,195],"source":[65,73,148,155,196],"code.":[68],"A":[69],"method":[70],"identification":[74,149,156],"for":[75],"scanned":[76],"Code":[78],"image":[79,182],"blocks":[80],"based":[81,118],"convolutional":[83],"neural":[84,130],"network":[85,111,131],"(PSINet)":[86],"proposed,":[88],"innovatively":[90],"introduces":[91],"bottleneck":[93],"residual":[94,120],"block":[95],"(BRB).":[96],"We":[97],"give":[98],"detailed":[100],"theoretical":[101],"discussion":[102],"experimental":[104],"analysis":[105],"PSINet":[107,139],"terms":[109],"input,":[112],"first":[114],"convolution":[115,129],"layer":[116],"design":[117],"structure,":[121],"overall":[124],"architecture":[125],"proposed":[128,138],"(CNN).":[132],"Experimental":[133],"results":[134],"show":[135],"that":[136],"this":[141],"paper":[142],"can":[143,163],"obtain":[144],"extremely":[145],"excellent":[146],"performance,":[150],"accuracy":[152],"eight":[161],"printers":[162],"reach":[164],"99.82%,":[165],"not":[168],"only":[169],"better":[170],"than":[171],"LeNet":[172],"AlexNet":[174],"field":[179,193],"digital":[181],"forensics,":[183],"but":[184],"also":[185],"exceeds":[186],"state-of-the-art":[187],"deep":[188],"learning":[189],"methods":[190],"identification.":[197]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
