{"id":"https://openalex.org/W3186278370","doi":"https://doi.org/10.1109/euvip50544.2021.9483966","title":"Visual Quality and Security Assessment of Perceptually Encrypted Images Based on Multi-Output Deep Neural Network","display_name":"Visual Quality and Security Assessment of Perceptually Encrypted Images Based on Multi-Output Deep Neural Network","publication_year":2021,"publication_date":"2021-06-23","ids":{"openalex":"https://openalex.org/W3186278370","doi":"https://doi.org/10.1109/euvip50544.2021.9483966","mag":"3186278370"},"language":"en","primary_location":{"id":"doi:10.1109/euvip50544.2021.9483966","is_oa":false,"landing_page_url":"https://doi.org/10.1109/euvip50544.2021.9483966","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 9th European Workshop on Visual Information Processing (EUVIP)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5055759473","display_name":"Sid Ahmed Fezza","orcid":"https://orcid.org/0000-0001-6453-8588"},"institutions":[{"id":"https://openalex.org/I4210116811","display_name":"Ecole Nationale Sup\u00e9rieur des T\u00e9l\u00e9communications et des Technologies de l\u2019Information et de la Communication, Abdelhafid Boussouf","ror":"https://ror.org/023rzn231","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210116811"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Sid Ahmed Fezza","raw_affiliation_strings":["National Institute of Telecommunications and ICT, Oran, Algeria","National Institute of Telecommunications and ICT (Oran, Alg\u00e9rie - Algeria)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Institute of Telecommunications and ICT, Oran, Algeria","institution_ids":["https://openalex.org/I4210116811"]},{"raw_affiliation_string":"National Institute of Telecommunications and ICT (Oran, Alg\u00e9rie - Algeria)","institution_ids":["https://openalex.org/I4210116811"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031314564","display_name":"Mamadou Ke\u00efta","orcid":"https://orcid.org/0009-0009-7618-9253"},"institutions":[{"id":"https://openalex.org/I4210116811","display_name":"Ecole Nationale Sup\u00e9rieur des T\u00e9l\u00e9communications et des Technologies de l\u2019Information et de la Communication, Abdelhafid Boussouf","ror":"https://ror.org/023rzn231","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210116811"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Mamadou Keita","raw_affiliation_strings":["National Institute of Telecommunications and ICT, Oran, Algeria","National Institute of Telecommunications and ICT (Oran, Alg\u00e9rie - Algeria)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Institute of Telecommunications and ICT, Oran, Algeria","institution_ids":["https://openalex.org/I4210116811"]},{"raw_affiliation_string":"National Institute of Telecommunications and ICT (Oran, Alg\u00e9rie - Algeria)","institution_ids":["https://openalex.org/I4210116811"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084205574","display_name":"Wassim Hamidouche","orcid":"https://orcid.org/0000-0002-0143-1756"},"institutions":[{"id":"https://openalex.org/I4210100151","display_name":"Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique","ror":"https://ror.org/013q33h79","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210095849","https://openalex.org/I4210100151","https://openalex.org/I56067802","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Wassim Hamidouche","raw_affiliation_strings":["Univ. Rennes, Rennes, France","IETR - Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique (Campus de Beaulieu B\u00e2timent 11D 263 Av.G\u00e9n\u00e9ral Leclerc-CS 74205 35042 Rennes Cedex - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. Rennes, Rennes, France","institution_ids":["https://openalex.org/I56067802"]},{"raw_affiliation_string":"IETR - Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique (Campus de Beaulieu B\u00e2timent 11D 263 Av.G\u00e9n\u00e9ral Leclerc-CS 74205 35042 Rennes Cedex - France)","institution_ids":["https://openalex.org/I4210100151"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"19","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":0.9998000264167786,"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":0.9998000264167786,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9970999956130981,"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":0.9966999888420105,"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/encryption","display_name":"Encryption","score":0.8309326767921448},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.799241304397583},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5955823659896851},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.5552904009819031},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5441040992736816},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.5229554772377014},{"id":"https://openalex.org/keywords/visual-cryptography","display_name":"Visual cryptography","score":0.44250500202178955},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.41074568033218384},{"id":"https://openalex.org/keywords/cryptography","display_name":"Cryptography","score":0.34391453862190247},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.26053735613822937},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.18664154410362244}],"concepts":[{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.8309326767921448},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.799241304397583},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5955823659896851},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5552904009819031},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5441040992736816},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.5229554772377014},{"id":"https://openalex.org/C2779072331","wikidata":"https://www.wikidata.org/wiki/Q1597418","display_name":"Visual cryptography","level":4,"score":0.44250500202178955},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.41074568033218384},{"id":"https://openalex.org/C178489894","wikidata":"https://www.wikidata.org/wiki/Q8789","display_name":"Cryptography","level":2,"score":0.34391453862190247},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.26053735613822937},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.18664154410362244},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C3087436","wikidata":"https://www.wikidata.org/wiki/Q1386603","display_name":"Secret sharing","level":3,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/euvip50544.2021.9483966","is_oa":false,"landing_page_url":"https://doi.org/10.1109/euvip50544.2021.9483966","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 9th European Workshop on Visual Information Processing (EUVIP)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-03714542v1","is_oa":false,"landing_page_url":"https://hal.science/hal-03714542","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"9th European Workshop on Visual Information Processing (EUVIP), Jun 2021, Paris, France. &#x27E8;10.1109/EUVIP50544.2021.9483966&#x27E9;","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.5600000023841858}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1686810756","https://openalex.org/W1750292977","https://openalex.org/W1830531919","https://openalex.org/W1964859077","https://openalex.org/W1973876682","https://openalex.org/W1982471090","https://openalex.org/W2002956962","https://openalex.org/W2046119925","https://openalex.org/W2055747269","https://openalex.org/W2095396215","https://openalex.org/W2102166818","https://openalex.org/W2108598243","https://openalex.org/W2120551067","https://openalex.org/W2133665775","https://openalex.org/W2141983208","https://openalex.org/W2160245619","https://openalex.org/W2164221787","https://openalex.org/W2164313150","https://openalex.org/W2165680521","https://openalex.org/W2171349048","https://openalex.org/W2288374306","https://openalex.org/W2331128040","https://openalex.org/W2345422336","https://openalex.org/W2576670953","https://openalex.org/W2586275201","https://openalex.org/W2725522151","https://openalex.org/W2941893282","https://openalex.org/W2962785568","https://openalex.org/W2964121744","https://openalex.org/W2967465347","https://openalex.org/W2982857584","https://openalex.org/W2990793461","https://openalex.org/W3015279878","https://openalex.org/W3041133507","https://openalex.org/W4239522237","https://openalex.org/W6631190155","https://openalex.org/W6637373629","https://openalex.org/W6638626010","https://openalex.org/W6683970204","https://openalex.org/W6702130928"],"related_works":["https://openalex.org/W2565952052","https://openalex.org/W2896010704","https://openalex.org/W2802183509","https://openalex.org/W2349124474","https://openalex.org/W2906421360","https://openalex.org/W4237677910","https://openalex.org/W2770854848","https://openalex.org/W2766667873","https://openalex.org/W2016928660","https://openalex.org/W4214571442"],"abstract_inverted_index":{"Encryption":[0],"has":[1,10],"became":[2],"an":[3,27,138],"indispensable":[4],"technique":[5],"for":[6,30,50,115,179],"image/video-based":[7],"applications.":[8],"This":[9],"led":[11],"to":[12,146],"the":[13,31,52,60,64,69,92,99,147,167,171,176],"development":[14],"of":[15,35,54,59,98,129],"many":[16],"image":[17,71,140,164],"encryption":[18,23,56],"algorithms,":[19],"such":[20],"as":[21,81,136],"perceptual/selective":[22],"methods":[24,178],"which":[25,45,95],"represent":[26],"effective":[28],"way":[29],"security":[32,43,84,101,113,149,181],"and":[33,141,151,166,182],"confidentiality":[34],"images.":[36],"However,":[37,75],"few":[38],"studies":[39],"focus":[40],"on":[41,120,159],"visual":[42,83,112,148,152,180],"metric,":[44,85],"is":[46,96,189],"very":[47],"important":[48],"tool":[49],"evaluating":[51],"effectiveness":[53],"these":[55,76],"methods.":[57],"Most":[58],"adopted":[61],"metrics":[62,77],"are":[63],"classical":[65],"randomness-based":[66],"measures":[67],"or":[68],"objective":[70],"quality":[72,153,183],"assessment":[73,184],"metrics.":[74],"showed":[78],"their":[79],"limits":[80],"a":[82,109,130],"because":[86],"they":[87],"do":[88],"not":[89],"deal":[90],"with":[91],"content":[93],"intelligibility,":[94],"one":[97],"key":[100],"requirements.":[102],"Consequently,":[103],"in":[104],"this":[105],"paper,":[106],"we":[107],"propose":[108],"no-reference":[110],"(NR)":[111],"metric":[114,127,173],"perceptually":[116,162],"encrypted":[117,139,163],"images":[118],"based":[119],"multi-output":[121],"learning":[122],"called":[123],"VSMML.":[124],"The":[125,186],"proposed":[126,172],"consists":[128],"convolutional":[131],"neural":[132],"network":[133],"(CNN)":[134],"taking":[135],"input":[137],"providing":[142],"two":[143,160],"outputs":[144],"corresponding":[145],"(VS)":[150],"(VQ)":[154],"scores.":[155],"Experiments":[156],"were":[157],"performed":[158],"publicly":[161],"databases":[165],"results":[168],"show":[169],"that":[170],"significantly":[174],"outperforms":[175],"state-of-the-art":[177],"tasks.":[185],"source":[187],"code":[188],"available":[190],"at:":[191],"https://github.com/Mamadou-Keita/VSMML.":[192]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
