{"id":"https://openalex.org/W4410368346","doi":"https://doi.org/10.3390/computation13050120","title":"High-Fidelity Synthetic Data Generation Framework for Unique Objects Detection","display_name":"High-Fidelity Synthetic Data Generation Framework for Unique Objects Detection","publication_year":2025,"publication_date":"2025-05-14","ids":{"openalex":"https://openalex.org/W4410368346","doi":"https://doi.org/10.3390/computation13050120"},"language":"en","primary_location":{"id":"doi:10.3390/computation13050120","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation13050120","pdf_url":"https://www.mdpi.com/2079-3197/13/5/120/pdf?version=1747218782","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/2079-3197/13/5/120/pdf?version=1747218782","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080506541","display_name":"Nataliya Shakhovska","orcid":"https://orcid.org/0000-0002-6875-8534"},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Nataliya Shakhovska","raw_affiliation_strings":["Department of Artificial Intelligence, Lviv Polytechnic National University, Kniazia Romana Street, 5, 79005 Lviv, Ukraine"],"raw_orcid":"https://orcid.org/0000-0002-6875-8534","affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence, Lviv Polytechnic National University, Kniazia Romana Street, 5, 79005 Lviv, Ukraine","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117543103","display_name":"Bohdan Sydor","orcid":null},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Bohdan Sydor","raw_affiliation_strings":["Department of Artificial Intelligence, Lviv Polytechnic National University, Kniazia Romana Street, 5, 79005 Lviv, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence, Lviv Polytechnic National University, Kniazia Romana Street, 5, 79005 Lviv, Ukraine","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070307679","display_name":"Solomiya Liaskovska","orcid":"https://orcid.org/0000-0002-0822-0951"},"institutions":[{"id":"https://openalex.org/I205051169","display_name":"Kingston University","ror":"https://ror.org/05bbqza97","country_code":"GB","type":"education","lineage":["https://openalex.org/I205051169"]},{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["GB","UA"],"is_corresponding":true,"raw_author_name":"Solomiia Liaskovska","raw_affiliation_strings":["Department of Artificial Intelligence, Lviv Polytechnic National University, Kniazia Romana Street, 5, 79005 Lviv, Ukraine","Department of Mechanical Engineering, Faculty of Engineering, Computing and the Environment, Kingston University, Room RV MB 215, Main Building (RV), Roehampton Vale, Kingston, London KT12EE, UK"],"raw_orcid":"https://orcid.org/0000-0002-0822-0951","affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence, Lviv Polytechnic National University, Kniazia Romana Street, 5, 79005 Lviv, Ukraine","institution_ids":["https://openalex.org/I98435010"]},{"raw_affiliation_string":"Department of Mechanical Engineering, Faculty of Engineering, Computing and the Environment, Kingston University, Room RV MB 215, Main Building (RV), Roehampton Vale, Kingston, London KT12EE, UK","institution_ids":["https://openalex.org/I205051169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062371354","display_name":"Olga Duran","orcid":"https://orcid.org/0000-0002-1397-6032"},"institutions":[{"id":"https://openalex.org/I205051169","display_name":"Kingston University","ror":"https://ror.org/05bbqza97","country_code":"GB","type":"education","lineage":["https://openalex.org/I205051169"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Olga Duran","raw_affiliation_strings":["Department of Mechanical Engineering, Faculty of Engineering, Computing and the Environment, Kingston University, Room RV MB 215, Main Building (RV), Roehampton Vale, Kingston, London KT12EE, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Faculty of Engineering, Computing and the Environment, Kingston University, Room RV MB 215, Main Building (RV), Roehampton Vale, Kingston, London KT12EE, UK","institution_ids":["https://openalex.org/I205051169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002249039","display_name":"Yevgen Martyn","orcid":"https://orcid.org/0000-0001-9095-7057"},"institutions":[{"id":"https://openalex.org/I4210160829","display_name":"Lviv State University of Life Safety","ror":"https://ror.org/057g9bh47","country_code":"UA","type":"education","lineage":["https://openalex.org/I4210160829"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Yevgen Martyn","raw_affiliation_strings":["Department of Project Management, Information Technologies and Telecommunication, Lviv State University of Life Safety, 79007 Lviv, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Project Management, Information Technologies and Telecommunication, Lviv State University of Life Safety, 79007 Lviv, Ukraine","institution_ids":["https://openalex.org/I4210160829"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030439499","display_name":"V. V. Vira","orcid":null},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Volodymyr Vira","raw_affiliation_strings":["Department of Strength of Materials and Structural Mechanics, Lviv Polytechnic National University, 6 Starosolskykh Street, 79013 Lviv, Ukraine"],"raw_orcid":"https://orcid.org/0000-0002-5121-7336","affiliations":[{"raw_affiliation_string":"Department of Strength of Materials and Structural Mechanics, Lviv Polytechnic National University, 6 Starosolskykh Street, 79013 Lviv, Ukraine","institution_ids":["https://openalex.org/I98435010"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5070307679"],"corresponding_institution_ids":["https://openalex.org/I205051169","https://openalex.org/I98435010"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":1.8453,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.85209968,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"13","issue":"5","first_page":"120","last_page":"120"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9991999864578247,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9991999864578247,"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/T10191","display_name":"Robotics and Sensor-Based Localization","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5582968592643738},{"id":"https://openalex.org/keywords/synthetic-data","display_name":"Synthetic data","score":0.5079231858253479},{"id":"https://openalex.org/keywords/fidelity","display_name":"Fidelity","score":0.44794511795043945},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3518456816673279},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22249239683151245},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.06896084547042847}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5582968592643738},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.5079231858253479},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.44794511795043945},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3518456816673279},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22249239683151245},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.06896084547042847}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/computation13050120","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation13050120","pdf_url":"https://www.mdpi.com/2079-3197/13/5/120/pdf?version=1747218782","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:e29623a383dd4f7a9b2bc63b4c7df08c","is_oa":true,"landing_page_url":"https://doaj.org/article/e29623a383dd4f7a9b2bc63b4c7df08c","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":"Computation, Vol 13, Iss 5, p 120 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computation13050120","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation13050120","pdf_url":"https://www.mdpi.com/2079-3197/13/5/120/pdf?version=1747218782","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":[{"id":"https://openalex.org/G4480853266","display_name":null,"funder_award_id":"101138678","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G4947796646","display_name":null,"funder_award_id":"101138678","funder_id":"https://openalex.org/F4320334322","funder_display_name":"HORIZON EUROPE Framework Programme"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320334322","display_name":"HORIZON EUROPE Framework Programme","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410368346.pdf","grobid_xml":"https://content.openalex.org/works/W4410368346.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1988790447","https://openalex.org/W2043002547","https://openalex.org/W2112796928","https://openalex.org/W2138835141","https://openalex.org/W2151103935","https://openalex.org/W2163605009","https://openalex.org/W2193145675","https://openalex.org/W2194775991","https://openalex.org/W2613718673","https://openalex.org/W2963037989","https://openalex.org/W3096609285","https://openalex.org/W3105104152","https://openalex.org/W3106250896","https://openalex.org/W3109585842","https://openalex.org/W3176659256","https://openalex.org/W3203651076","https://openalex.org/W4239510810","https://openalex.org/W4312933868","https://openalex.org/W4313026212","https://openalex.org/W4385318467","https://openalex.org/W4385805110","https://openalex.org/W4386083141","https://openalex.org/W4386870088","https://openalex.org/W4387089148","https://openalex.org/W4387576677","https://openalex.org/W4388525355","https://openalex.org/W4389080631","https://openalex.org/W4399705156","https://openalex.org/W4402716206","https://openalex.org/W4403712112","https://openalex.org/W4404852610","https://openalex.org/W4405988167","https://openalex.org/W4406767607","https://openalex.org/W4407298191","https://openalex.org/W4407700449","https://openalex.org/W4407892786","https://openalex.org/W4409657184","https://openalex.org/W6683411478","https://openalex.org/W6768981780","https://openalex.org/W6874454827","https://openalex.org/W6877197305"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2381850946","https://openalex.org/W4380449851","https://openalex.org/W3125091513","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W4377088509","https://openalex.org/W4384517922"],"abstract_inverted_index":{"One":[0],"of":[1,12,39],"the":[2,10,36],"key":[3],"barriers":[4],"to":[5,45,103],"neural":[6],"network":[7],"adoption":[8],"is":[9,93],"lack":[11],"computational":[13,90],"resources":[14],"and":[15,61,74,107],"high-quality":[16,125],"training":[17],"data\u2014particularly":[18],"for":[19,29,53,96],"unique":[20],"objects":[21],"without":[22,88],"existing":[23,65],"datasets.":[24],"This":[25],"research":[26],"explores":[27],"methods":[28,66],"generating":[30],"realistic":[31],"synthetic":[32,54],"images":[33],"that":[34,67],"preserve":[35,104],"visual":[37],"properties":[38],"target":[40],"objects,":[41,98],"ensuring":[42,120],"their":[43],"similarity":[44],"real-world":[46],"appearance.":[47],"We":[48],"propose":[49],"a":[50,100],"flexible":[51],"approach":[52,114],"data":[55],"generation,":[56],"focusing":[57],"on":[58,70],"improved":[59],"accuracy":[60],"adaptability.":[62],"Unlike":[63],"many":[64],"rely":[68],"heavily":[69],"specific":[71],"generative":[72],"models":[73,87],"require":[75],"retraining":[76],"with":[77,85],"each":[78],"new":[79],"version,":[80],"our":[81],"method":[82],"remains":[83],"compatible":[84],"state-of-the-art":[86],"high":[89],"overhead.":[91],"It":[92],"especially":[94],"suited":[95],"user-defined":[97],"leveraging":[99],"3D":[101],"representation":[102],"fine":[105],"details":[106],"support":[108],"integration":[109],"into":[110],"diverse":[111],"environments.":[112],"The":[113],"also":[115],"addresses":[116],"resolution":[117],"limitations":[118],"by":[119],"consistent":[121],"object":[122],"placement":[123],"within":[124],"scenes.":[126]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-13T07:54:00.901334","created_date":"2025-10-10T00:00:00"}