{"id":"https://openalex.org/W4412891358","doi":"https://doi.org/10.3390/computation13080185","title":"A Hybrid Quantum\u2013Classical Architecture with Data Re-Uploading and Genetic Algorithm Optimization for Enhanced Image Classification","display_name":"A Hybrid Quantum\u2013Classical Architecture with Data Re-Uploading and Genetic Algorithm Optimization for Enhanced Image Classification","publication_year":2025,"publication_date":"2025-08-01","ids":{"openalex":"https://openalex.org/W4412891358","doi":"https://doi.org/10.3390/computation13080185"},"language":"en","primary_location":{"id":"doi:10.3390/computation13080185","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation13080185","pdf_url":"https://www.mdpi.com/2079-3197/13/8/185/pdf?version=1754066125","source":{"id":"https://openalex.org/S2738402919","display_name":"Computation","issn_l":"2079-3197","issn":["2079-3197"],"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":"Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2079-3197/13/8/185/pdf?version=1754066125","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021614970","display_name":"Aksultan Mukhanbet","orcid":"https://orcid.org/0000-0003-4699-0436"},"institutions":[{"id":"https://openalex.org/I105208703","display_name":"Almaty Management University","ror":"https://ror.org/00rhgqg04","country_code":"KZ","type":"education","lineage":["https://openalex.org/I105208703"]},{"id":"https://openalex.org/I185571130","display_name":"Al-Farabi Kazakh National University","ror":"https://ror.org/03q0vrn42","country_code":"KZ","type":"education","lineage":["https://openalex.org/I185571130"]}],"countries":["KZ"],"is_corresponding":true,"raw_author_name":"Aksultan Mukhanbet","raw_affiliation_strings":["Faculty of Information Technology, Al-Farabi Kazakh National University, Almaty 050040, Kazakhstan","LLP \u201cDigitAlem\u201d, Almaty 050042, Kazakhstan"],"raw_orcid":"https://orcid.org/0000-0003-4699-0436","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Al-Farabi Kazakh National University, Almaty 050040, Kazakhstan","institution_ids":["https://openalex.org/I185571130"]},{"raw_affiliation_string":"LLP \u201cDigitAlem\u201d, Almaty 050042, Kazakhstan","institution_ids":["https://openalex.org/I105208703"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004021185","display_name":"Beimbet Daribayev","orcid":"https://orcid.org/0000-0003-1313-9004"},"institutions":[{"id":"https://openalex.org/I105208703","display_name":"Almaty Management University","ror":"https://ror.org/00rhgqg04","country_code":"KZ","type":"education","lineage":["https://openalex.org/I105208703"]},{"id":"https://openalex.org/I4210159258","display_name":"Shakarim University","ror":"https://ror.org/052q3p191","country_code":"KZ","type":"education","lineage":["https://openalex.org/I4210159258"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Beimbet Daribayev","raw_affiliation_strings":["Graduate School of Digital Technologies and Construction, Shakarim University, Semey 071412, Kazakhstan","LLP \u201cDigitAlem\u201d, Almaty 050042, Kazakhstan"],"raw_orcid":"https://orcid.org/0000-0003-1313-9004","affiliations":[{"raw_affiliation_string":"Graduate School of Digital Technologies and Construction, Shakarim University, Semey 071412, Kazakhstan","institution_ids":["https://openalex.org/I4210159258"]},{"raw_affiliation_string":"LLP \u201cDigitAlem\u201d, Almaty 050042, Kazakhstan","institution_ids":["https://openalex.org/I105208703"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5021614970"],"corresponding_institution_ids":["https://openalex.org/I105208703","https://openalex.org/I185571130"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":2.1733,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.89709916,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"13","issue":"8","first_page":"185","last_page":"185"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10020","display_name":"Quantum Information and Cryptography","score":0.9955000281333923,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10558","display_name":"Advancements in Semiconductor Devices and Circuit Design","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6256322264671326},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.6091440916061401},{"id":"https://openalex.org/keywords/upload","display_name":"Upload","score":0.5909525752067566},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5115405321121216},{"id":"https://openalex.org/keywords/quantum","display_name":"Quantum","score":0.5068314671516418},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.4957467019557953},{"id":"https://openalex.org/keywords/optimization-algorithm","display_name":"Optimization algorithm","score":0.4655414819717407},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.42734888195991516},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35685062408447266},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.21416661143302917},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1964176595211029},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.18112823367118835},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08442798256874084},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08039703965187073},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.06342363357543945}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6256322264671326},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.6091440916061401},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.5909525752067566},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5115405321121216},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.5068314671516418},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.4957467019557953},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.4655414819717407},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.42734888195991516},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35685062408447266},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.21416661143302917},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1964176595211029},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.18112823367118835},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08442798256874084},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08039703965187073},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.06342363357543945},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/computation13080185","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation13080185","pdf_url":"https://www.mdpi.com/2079-3197/13/8/185/pdf?version=1754066125","source":{"id":"https://openalex.org/S2738402919","display_name":"Computation","issn_l":"2079-3197","issn":["2079-3197"],"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":"Computation","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:4c4b3b263c6348e6bb1cb014d89975d0","is_oa":true,"landing_page_url":"https://doaj.org/article/4c4b3b263c6348e6bb1cb014d89975d0","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computation, Vol 13, Iss 8, p 185 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computation13080185","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation13080185","pdf_url":"https://www.mdpi.com/2079-3197/13/8/185/pdf?version=1754066125","source":{"id":"https://openalex.org/S2738402919","display_name":"Computation","issn_l":"2079-3197","issn":["2079-3197"],"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":"Computation","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412891358.pdf","grobid_xml":"https://content.openalex.org/works/W4412891358.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W1492999010","https://openalex.org/W1988369744","https://openalex.org/W2042127289","https://openalex.org/W2101636610","https://openalex.org/W2112796928","https://openalex.org/W2166963892","https://openalex.org/W2194775991","https://openalex.org/W2559394418","https://openalex.org/W2751668559","https://openalex.org/W2781738013","https://openalex.org/W2790388700","https://openalex.org/W2792315573","https://openalex.org/W2794444783","https://openalex.org/W2797105324","https://openalex.org/W2896712926","https://openalex.org/W2954939433","https://openalex.org/W2955932731","https://openalex.org/W2980446414","https://openalex.org/W2995742898","https://openalex.org/W2995864059","https://openalex.org/W3007475506","https://openalex.org/W3038966512","https://openalex.org/W3045093737","https://openalex.org/W3075559820","https://openalex.org/W3096052452","https://openalex.org/W3098400458","https://openalex.org/W3098599423","https://openalex.org/W3098662938","https://openalex.org/W3098965398","https://openalex.org/W3100931082","https://openalex.org/W3101122608","https://openalex.org/W3104396616","https://openalex.org/W3105380624","https://openalex.org/W3111162498","https://openalex.org/W3129458892","https://openalex.org/W3131063246","https://openalex.org/W3181571182","https://openalex.org/W3207479555","https://openalex.org/W3211805386","https://openalex.org/W4213212652","https://openalex.org/W4387811090","https://openalex.org/W4410887638"],"related_works":["https://openalex.org/W2944823289","https://openalex.org/W3037018281","https://openalex.org/W2003209439","https://openalex.org/W4321854979","https://openalex.org/W2358319515","https://openalex.org/W2972592048","https://openalex.org/W4312214821","https://openalex.org/W2497626292","https://openalex.org/W2382364780","https://openalex.org/W4309955903"],"abstract_inverted_index":{"Quantum":[0],"machine":[1],"learning":[2],"(QML)":[3],"has":[4],"emerged":[5],"as":[6,20,169],"a":[7,97,192],"promising":[8],"approach":[9],"for":[10,68,140],"enhancing":[11,86],"image":[12,177],"classification":[13,178],"by":[14,108],"exploiting":[15],"quantum":[16,84,105,125,141,147,208],"computational":[17],"principles":[18],"such":[19,168],"superposition":[21],"and":[22,42,64,114,134,150,190],"entanglement.":[23],"However,":[24],"practical":[25,196],"applications":[26],"on":[27,131,205],"complex":[28,92],"datasets":[29,136],"like":[30],"CIFAR-100":[31,135],"remain":[32],"limited":[33],"due":[34],"to":[35,78,90,102,171],"the":[36,87,104,132,152,183],"low":[37],"expressivity":[38],"of":[39,122,154,185,198],"shallow":[40],"circuits":[41,126],"challenges":[43],"in":[44,175,200],"circuit":[45,106],"optimization.":[46],"In":[47,95,158],"this":[48],"study,":[49],"we":[50,160],"propose":[51],"HQCNN\u2013REGA\u2014a":[52],"novel":[53],"hybrid":[54],"quantum\u2013classical":[55,188],"convolutional":[56,166],"neural":[57,148],"network":[58],"architecture":[59,107],"that":[60],"integrates":[61],"data":[62,72],"re-uploading":[63,73],"genetic":[65,98],"algorithm":[66,99],"optimization":[67],"improved":[69],"performance.":[70],"The":[71],"mechanism":[74],"allows":[75],"classical":[76,156,165],"inputs":[77],"be":[79],"encoded":[80],"multiple":[81],"times":[82],"into":[83],"states,":[85],"model\u2019s":[88],"capacity":[89],"learn":[91],"visual":[93],"features.":[94],"parallel,":[96],"is":[100],"employed":[101],"evolve":[103],"optimizing":[109],"gate":[110],"sequences,":[111],"entanglement":[112],"patterns,":[113],"layer":[115],"configurations.":[116],"This":[117],"combination":[118],"enables":[119],"automatic":[120],"discovery":[121],"efficient":[123],"parameterized":[124],"without":[127],"manual":[128],"tuning.":[129],"Experiments":[130],"MNIST":[133],"demonstrate":[137,182],"state-of-the-art":[138],"performance":[139],"models,":[142],"with":[143,164],"HQCNN\u2013REGA":[144],"outperforming":[145],"existing":[146],"networks":[149],"approaching":[151],"accuracy":[153],"advanced":[155],"architectures.":[157],"particular,":[159],"compare":[161],"our":[162],"model":[163],"baselines":[167],"ResNet-18":[170],"validate":[172],"its":[173],"effectiveness":[174],"real-world":[176],"tasks.":[179],"Our":[180],"results":[181],"feasibility":[184],"scalable,":[186],"high-performing":[187],"systems":[189],"offer":[191],"viable":[193],"path":[194],"toward":[195],"deployment":[197],"QML":[199],"computer":[201],"vision":[202],"applications,":[203],"especially":[204],"noisy":[206],"intermediate-scale":[207],"(NISQ)":[209],"hardware.":[210]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}