{"id":"https://openalex.org/W4387583847","doi":"https://doi.org/10.26577/1i32jpcsit2305","title":"DEVELOPMENT OF A SYSTEM FOR IMAGE RESTORATION USING NEURAL NETWORKS","display_name":"DEVELOPMENT OF A SYSTEM FOR IMAGE RESTORATION USING NEURAL NETWORKS","publication_year":2023,"publication_date":"2023-10-11","ids":{"openalex":"https://openalex.org/W4387583847","doi":"https://doi.org/10.26577/1i32jpcsit2305"},"language":"en","primary_location":{"id":"doi:10.26577/1i32jpcsit2305","doi":"https://doi.org/10.26577/1i32jpcsit2305","is_oa":true,"landing_page_url":"https://doi.org/10.26577/1i32jpcsit2305","pdf_url":null,"source":{"id":"https://openalex.org/S4387288555","display_name":"Journal of problem in computer science and information technologies","issn_l":"2958-0846","issn":["2958-0846","2958-0854"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310314845","host_organization_name":"Al-Farabi Kazakh National University","host_organization_lineage":["https://openalex.org/P4310314845"],"host_organization_lineage_names":["Al-Farabi Kazakh National University"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Problems in Computer Science and Information Technologies","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.26577/1i32jpcsit2305","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093052774","display_name":"Dauren Nurmaganbet","orcid":"https://orcid.org/0000-0002-6046-6334","observed_orcids":["https://orcid.org/0000-0002-6046-6334"]},"institutions":[{"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":"Dauren Nurmaganbet","raw_affiliation_strings":["al-Farabi Kazakh National University, Almaty, Kazakhstan"],"raw_orcid":"https://orcid.org/0000-0002-6046-6334","affiliations":[{"raw_affiliation_string":"al-Farabi Kazakh National University, Almaty, Kazakhstan","institution_ids":["https://openalex.org/I185571130"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021614970","display_name":"Aksultan Mukhanbet","orcid":"https://orcid.org/0000-0003-4699-0436","observed_orcids":["https://orcid.org/0000-0003-4699-0436"]},"institutions":[{"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":false,"raw_author_name":"Aksultan Mukhanbet","raw_affiliation_strings":["al-Farabi Kazakh National University, Almaty, Kazakhstan"],"raw_orcid":"https://orcid.org/0000-0003-4699-0436","affiliations":[{"raw_affiliation_string":"al-Farabi Kazakh National University, Almaty, Kazakhstan","institution_ids":["https://openalex.org/I185571130"]}]},{"author_position":"last","author":{"id":null,"display_name":"Kanat Musilim","orcid":"https://orcid.org/0000-0001-7940-9009","observed_orcids":["https://orcid.org/0000-0001-7940-9009"]},"institutions":[{"id":"https://openalex.org/I4210114545","display_name":"Almaty Technological University","ror":"https://ror.org/01xeb1c73","country_code":"KZ","type":"education","lineage":["https://openalex.org/I4210114545"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Kanat Musilim","raw_affiliation_strings":["Almaty Technological University, Almaty, Kazakhstan"],"raw_orcid":"https://orcid.org/0000-0001-7940-9009","affiliations":[{"raw_affiliation_string":"Almaty Technological University, Almaty, Kazakhstan","institution_ids":["https://openalex.org/I4210114545"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5093052774"],"corresponding_institution_ids":["https://openalex.org/I185571130"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"1","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9994999766349792,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9994999766349792,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":9.999999747378752e-05,"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/T11019","display_name":"Image Enhancement Techniques","score":9.999999747378752e-05,"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/image-super-resolution","display_name":"image super-resolution","score":0.7630000114440918},{"id":"https://openalex.org/keywords/deep-image-prior","display_name":"deep image prior","score":0.8240000009536743},{"id":"https://openalex.org/keywords/image-restoration","display_name":"image restoration","score":0.9940000176429749},{"id":"https://openalex.org/keywords/psnr","display_name":"PSNR","score":0.8379999995231628},{"id":"https://openalex.org/keywords/weight-optimization","display_name":"weight optimization","score":0.6570000052452087},{"id":"https://openalex.org/keywords/benchmark-comparison","display_name":"benchmark comparison","score":0.41600000858306885}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7322782278060913},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.731712818145752},{"id":"https://openalex.org/C177769412","wikidata":"https://www.wikidata.org/wiki/Q278090","display_name":"Prior probability","level":3,"score":0.6437156200408936},{"id":"https://openalex.org/C75553542","wikidata":"https://www.wikidata.org/wiki/Q178161","display_name":"A priori and a posteriori","level":2,"score":0.6068386435508728},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5895744562149048},{"id":"https://openalex.org/C11727466","wikidata":"https://www.wikidata.org/wiki/Q1628157","display_name":"Inpainting","level":3,"score":0.5724027752876282},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5667916536331177},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.5222904682159424},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5094040036201477},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.48610997200012207},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.47798866033554077},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.47194546461105347},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.46734076738357544},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.4639090895652771},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.41655048727989197},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.34067302942276},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3294876217842102},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.06473046541213989},{"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.26577/1i32jpcsit2305","doi":"https://doi.org/10.26577/1i32jpcsit2305","is_oa":true,"landing_page_url":"https://doi.org/10.26577/1i32jpcsit2305","pdf_url":null,"source":{"id":"https://openalex.org/S4387288555","display_name":"Journal of problem in computer science and information technologies","issn_l":"2958-0846","issn":["2958-0846","2958-0854"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310314845","host_organization_name":"Al-Farabi Kazakh National University","host_organization_lineage":["https://openalex.org/P4310314845"],"host_organization_lineage_names":["Al-Farabi Kazakh National University"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Problems in Computer Science and Information Technologies","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:2c6a3e3cae2446638f2a436f5b55c209","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/2c6a3e3cae2446638f2a436f5b55c209","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,"listed_in":[],"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":"Journal of Problems in Computer Science and Information Technologies, Vol 1, Iss 3 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.26577/1i32jpcsit2305","doi":"https://doi.org/10.26577/1i32jpcsit2305","is_oa":true,"landing_page_url":"https://doi.org/10.26577/1i32jpcsit2305","pdf_url":null,"source":{"id":"https://openalex.org/S4387288555","display_name":"Journal of problem in computer science and information technologies","issn_l":"2958-0846","issn":["2958-0846","2958-0854"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310314845","host_organization_name":"Al-Farabi Kazakh National University","host_organization_lineage":["https://openalex.org/P4310314845"],"host_organization_lineage_names":["Al-Farabi Kazakh National University"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Problems in Computer Science and Information Technologies","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4287007534","https://openalex.org/W2290089146","https://openalex.org/W2001714411","https://openalex.org/W4414977488","https://openalex.org/W4385416574","https://openalex.org/W4401389674","https://openalex.org/W7160715588","https://openalex.org/W4406266790","https://openalex.org/W4409658784","https://openalex.org/W4362456441"],"abstract_inverted_index":{"This":[0,82,141],"article":[1],"presents":[2],"a":[3,28,33,35,125],"comparative":[4],"study":[5,83,142],"of":[6,27,54,61,87,134,147,172,179,195],"the":[7,25,39,51,57,62,68,73,79,85,88,129,132,139,145,154,169,177,189,193,212],"super":[8],"image":[9,40,158,180],"resolution":[10],"method":[11,23,92,109],"using":[12,67,72],"Deep":[13,89,106,173],"Image":[14,90,107,174],"Priors,":[15],"comparing":[16],"it":[17],"with":[18,78,163],"other":[19],"advanced":[20],"methods.":[21],"The":[22,59,105],"uses":[24],"architecture":[26],"deep":[29,121],"neural":[30,122,149],"network":[31,150],"as":[32,124],"fixed":[34],"priori":[36,126],"factor":[37],"for":[38,56,93,102,131],"restoration":[41,159],"problem,":[42],"and":[43,76,96,116,182],"an":[44],"optimization":[45],"algorithm":[46],"is":[47],"applied":[48],"to":[49,119,152,167,187,191,202],"find":[50],"optimal":[52],"set":[53],"weights":[55,151],"network.":[58],"evaluation":[60],"method's":[63],"performance":[64],"was":[65],"conducted":[66],"SET":[69],"5":[70],"dataset":[71],"PSNR":[74],"metric":[75],"compared":[77],"RealESRGAN":[80],"method.":[81],"highlights":[84,144],"effectiveness":[86,210],"Prior":[91],"super-resolution":[94,114,196],"images":[95,197],"provides":[97],"insights":[98],"into":[99],"its":[100,117,209],"potential":[101,170],"further":[103,207],"improvement.":[104],"Priors":[108,175],"shows":[110],"impressive":[111],"results":[112,156],"in":[113,138,157,176,211],"images,":[115],"ability":[118],"use":[120],"networks":[123],"knowledge":[127],"opens":[128],"way":[130],"development":[133],"more":[135],"efficient":[136],"methods":[137],"future.":[140,213],"also":[143],"importance":[146],"optimizing":[148],"achieve":[153],"best":[155],"tasks.":[160],"Through":[161],"benchmarking":[162],"RealESRGAN,":[164],"it's":[165],"exciting":[166],"witness":[168],"impact":[171],"field":[178],"processing":[181],"computer":[183],"vision.":[184],"It":[185],"seems":[186],"have":[188],"capacity":[190],"enhance":[192],"quality":[194],"significantly.":[198],"It'll":[199],"be":[200],"interesting":[201],"see":[203],"how":[204],"we":[205],"can":[206],"improve":[208]},"counts_by_year":[],"updated_date":"2026-10-27T15:51:10.671819","created_date":"2023-10-13T00:00:00"}