{"id":"https://openalex.org/W4409473795","doi":"https://doi.org/10.1109/jiot.2025.3559675","title":"A High-Performance Region Recognition Network-Enhanced Deep CNN for Image Content Perceptual Hashing","display_name":"A High-Performance Region Recognition Network-Enhanced Deep CNN for Image Content Perceptual Hashing","publication_year":2025,"publication_date":"2025-04-15","ids":{"openalex":"https://openalex.org/W4409473795","doi":"https://doi.org/10.1109/jiot.2025.3559675"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2025.3559675","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3559675","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Internet of Things Journal","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/A5015322808","display_name":"Meihong Yang","orcid":"https://orcid.org/0009-0006-9197-299X"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meihong Yang","raw_affiliation_strings":["Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Key Laboratory of Computing Power Network and Information Security, Qilu University of Technology (Shandong Academy of Sciences), Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]},{"raw_affiliation_string":"Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Key Laboratory of Computing Power Network and Information Security, Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036698081","display_name":"Baolin Qi","orcid":"https://orcid.org/0000-0003-2470-3360"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baolin Qi","raw_affiliation_strings":["Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Key Laboratory of Computing Power Network and Information Security, Qilu University of Technology (Shandong Academy of Sciences), Jinan, China"],"raw_orcid":"https://orcid.org/0000-0003-2470-3360","affiliations":[{"raw_affiliation_string":"Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]},{"raw_affiliation_string":"Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Key Laboratory of Computing Power Network and Information Security, Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100749734","display_name":"Bin Ma","orcid":"https://orcid.org/0000-0002-9030-7393"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Ma","raw_affiliation_strings":["Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Key Laboratory of Computing Power Network and Information Security, Qilu University of Technology (Shandong Academy of Sciences), Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-9030-7393","affiliations":[{"raw_affiliation_string":"Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]},{"raw_affiliation_string":"Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Key Laboratory of Computing Power Network and Information Security, Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101981454","display_name":"Jian Xu","orcid":"https://orcid.org/0000-0001-5507-8620"},"institutions":[{"id":"https://openalex.org/I59483232","display_name":"Shandong University of Finance and Economics","ror":"https://ror.org/02e2nnq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I59483232"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Xu","raw_affiliation_strings":["School of Computer and Information Engineering, Shandong University of Finance and Economics, Jinan, China","School of Computer and Information Engineering Shandong University of Finance and Economics, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0001-5507-8620","affiliations":[{"raw_affiliation_string":"School of Computer and Information Engineering, Shandong University of Finance and Economics, Jinan, China","institution_ids":["https://openalex.org/I59483232"]},{"raw_affiliation_string":"School of Computer and Information Engineering Shandong University of Finance and Economics, Jinan, China","institution_ids":["https://openalex.org/I59483232"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019721979","display_name":"Yongjin Xian","orcid":"https://orcid.org/0000-0003-1921-049X"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongjin Xian","raw_affiliation_strings":["Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Key Laboratory of Computing Power Network and Information Security, Qilu University of Technology (Shandong Academy of Sciences), Jinan, China"],"raw_orcid":"https://orcid.org/0000-0003-1921-049X","affiliations":[{"raw_affiliation_string":"Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]},{"raw_affiliation_string":"Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Key Laboratory of Computing Power Network and Information Security, Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100371548","display_name":"Xiaolong Li","orcid":"https://orcid.org/0000-0002-6111-9000"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaolong Li","raw_affiliation_strings":["School of Computer and Information Technology, Beijing Jiaotong University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6111-9000","affiliations":[{"raw_affiliation_string":"School of Computer and Information Technology, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1089,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.75165557,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"12","issue":"14","first_page":"26456","last_page":"26471"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9986000061035156,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9986000061035156,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9968000054359436,"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/T13579","display_name":"Image and Video Stabilization","score":0.9775000214576721,"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/computer-science","display_name":"Computer science","score":0.8494939804077148},{"id":"https://openalex.org/keywords/hash-function","display_name":"Hash function","score":0.6606336832046509},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5912462472915649},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5108711123466492},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4974224865436554},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.06694358587265015}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8494939804077148},{"id":"https://openalex.org/C99138194","wikidata":"https://www.wikidata.org/wiki/Q183427","display_name":"Hash function","level":2,"score":0.6606336832046509},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5912462472915649},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5108711123466492},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4974224865436554},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.06694358587265015}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2025.3559675","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3559675","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1517688521","display_name":null,"funder_award_id":"2021YFC3340602","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G2034971590","display_name":null,"funder_award_id":"62302249","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3022099629","display_name":null,"funder_award_id":"ZR2023QF032","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G364581631","display_name":null,"funder_award_id":"62302248","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3936245613","display_name":null,"funder_award_id":"62272255","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4656343659","display_name":null,"funder_award_id":"2021YFC3340600","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5212292580","display_name":null,"funder_award_id":"ZR2020MF054","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G5463161121","display_name":null,"funder_award_id":"2024ZDZX08","funder_id":"https://openalex.org/F4320329863","funder_display_name":"Postdoctoral Innovation Project of Shandong Province"},{"id":"https://openalex.org/G7548551770","display_name":null,"funder_award_id":"tstp20240829","funder_id":"https://openalex.org/F4320329801","funder_display_name":"Shenzhen Research and Development Program"},{"id":"https://openalex.org/G7879085604","display_name":null,"funder_award_id":"ZR2022LZH011","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G8728728773","display_name":null,"funder_award_id":"ZR2023QF018","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null},{"id":"https://openalex.org/F4320329801","display_name":"Shenzhen Research and Development Program","ror":null},{"id":"https://openalex.org/F4320329863","display_name":"Postdoctoral Innovation Project of Shandong Province","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W253228697","https://openalex.org/W1551558511","https://openalex.org/W1992919533","https://openalex.org/W2068142860","https://openalex.org/W2075088151","https://openalex.org/W2115247187","https://openalex.org/W2183964636","https://openalex.org/W2308745054","https://openalex.org/W2359175208","https://openalex.org/W2479194087","https://openalex.org/W2521425563","https://openalex.org/W2588393520","https://openalex.org/W2614818206","https://openalex.org/W2758925446","https://openalex.org/W2804853849","https://openalex.org/W2907076577","https://openalex.org/W2911013958","https://openalex.org/W2926714837","https://openalex.org/W3006939537","https://openalex.org/W3032940867","https://openalex.org/W3035651807","https://openalex.org/W3108108665","https://openalex.org/W3117076822","https://openalex.org/W4205605731","https://openalex.org/W4312538097","https://openalex.org/W4313020644","https://openalex.org/W4313032117","https://openalex.org/W4378473107","https://openalex.org/W4384519411","https://openalex.org/W4386431989","https://openalex.org/W4386915778","https://openalex.org/W4387623702","https://openalex.org/W4390938717","https://openalex.org/W4404840259","https://openalex.org/W4405092673","https://openalex.org/W6688152296","https://openalex.org/W6764922574"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2033914206","https://openalex.org/W2042327336","https://openalex.org/W3210945214"],"abstract_inverted_index":{"Perceptual":[0,46],"image":[1,25,67,145,169,188,199],"hashing":[2,19,69,85,189],"has":[3],"emerged":[4],"as":[5],"a":[6,45,83,91,96,223],"crucial":[7],"forensic":[8],"tool":[9],"within":[10],"the":[11,73,77,80,110,125,148,158,166,175,184,230],"Internet":[12],"of":[13,39,76,109,127,143,160,168,198,209],"Things":[14],"(IoT)":[15],"ecosystem.":[16],"Traditional":[17],"perceptual":[18,68,84,170,187],"algorithms":[20],"predominantly":[21],"rely":[22],"on":[23,60],"global":[24],"features":[26,38,108],"to":[27,35,51,104,117,136,156],"generate":[28],"hash":[29,171],"codes,":[30],"which":[31,89],"limit":[32],"their":[33,61],"ability":[34],"represent":[36],"key":[37,54,74,161],"images":[40,58,216],"effectively.":[41],"This":[42],"paper":[43],"introduces":[44],"Region":[47],"Recognition":[48],"Network":[49,93,100],"(PRRN)":[50],"accurately":[52],"identify":[53],"feature":[55,86,200],"regions":[56],"in":[57,196,212,229],"based":[59],"texture":[62],"distribution":[63],"characteristics,":[64],"thereby":[65],"generating":[66],"codes":[70,172],"that":[71,183],"reflect":[72],"content":[75,138],"images.":[78],"At":[79],"same":[81],"time,":[82],"extraction":[87],"module,":[88],"integrates":[90],"Residual":[92],"(ResNet)":[94],"and":[95,173],"Weighted":[97],"Feature":[98],"Fusion":[99],"(WFFN),":[101],"is":[102,115,154],"built":[103],"extract":[105,118],"deep":[106],"semantic":[107,120],"object":[111],"image.":[112],"Where,":[113],"ResNet":[114],"leveraged":[116],"high-level":[119],"features,":[121],"while":[122],"WFFN":[123],"ensures":[124],"preservation":[126],"low-level":[128],"local":[129],"features.":[130],"Furthermore,":[131],"skip":[132],"connections":[133],"are":[134],"employed":[135],"achieve":[137],"enhancements":[139],"for":[140,215,226],"intricate":[141],"details":[142],"critical":[144],"regions.":[146],"Additionally,":[147],"Mean":[149],"Squared":[150],"Error":[151],"(MSE)":[152],"loss":[153],"incorporated":[155],"enhance":[157],"accuracy":[159],"region":[162],"localization,":[163],"further":[164],"improving":[165],"sensitivity":[167],"accelerating":[174],"network\u2019s":[176],"convergence":[177],"speed.":[178],"Extensive":[179],"experimental":[180],"evaluations":[181],"demonstrate":[182],"proposed":[185],"PRRN-based":[186],"scheme":[190],"significantly":[191],"outperforms":[192],"other":[193,219],"state-of-the-art":[194],"methods":[195],"terms":[197],"representation":[201],"capability.":[202],"Specifically,":[203],"it":[204,222],"achieves":[205],"an":[206],"average":[207],"improvement":[208],"over":[210],"1.2":[211],"attack-resistant":[213],"capability":[214],"compared":[217],"with":[218],"counterparts,":[220],"making":[221],"promising":[224],"candidate":[225],"practical":[227],"applications":[228],"IoT":[231],"environment.":[232]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-18T07:39:51.176621","created_date":"2025-10-10T00:00:00"}
