{"id":"https://openalex.org/W4404263406","doi":"https://doi.org/10.3390/computation12110225","title":"Comparison of Preprocessing Method Impact on the Detection of Soldering Splashes Using Different YOLOv8 Versions","display_name":"Comparison of Preprocessing Method Impact on the Detection of Soldering Splashes Using Different YOLOv8 Versions","publication_year":2024,"publication_date":"2024-11-12","ids":{"openalex":"https://openalex.org/W4404263406","doi":"https://doi.org/10.3390/computation12110225"},"language":"en","primary_location":{"id":"doi:10.3390/computation12110225","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation12110225","pdf_url":"https://www.mdpi.com/2079-3197/12/11/225/pdf?version=1731422794","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/2079-3197/12/11/225/pdf?version=1731422794","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032492280","display_name":"Peter Kl\u010do","orcid":"https://orcid.org/0000-0001-5386-2243"},"institutions":[{"id":"https://openalex.org/I3122011922","display_name":"University of \u017dilina","ror":"https://ror.org/031wwwj55","country_code":"SK","type":"education","lineage":["https://openalex.org/I3122011922"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Peter Klco","raw_affiliation_strings":["Department of Mechatronics and Electronics, Faculty of Electrical Engineering and Information Technology, University of Zilina, Univerzitna 1, SK-01026 Zilina, Slovakia"],"raw_orcid":"https://orcid.org/0000-0001-5386-2243","affiliations":[{"raw_affiliation_string":"Department of Mechatronics and Electronics, Faculty of Electrical Engineering and Information Technology, University of Zilina, Univerzitna 1, SK-01026 Zilina, Slovakia","institution_ids":["https://openalex.org/I3122011922"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091440872","display_name":"Du\u0161an Koniar","orcid":"https://orcid.org/0000-0003-3029-3193"},"institutions":[{"id":"https://openalex.org/I3122011922","display_name":"University of \u017dilina","ror":"https://ror.org/031wwwj55","country_code":"SK","type":"education","lineage":["https://openalex.org/I3122011922"]}],"countries":["SK"],"is_corresponding":true,"raw_author_name":"Dusan Koniar","raw_affiliation_strings":["Department of Mechatronics and Electronics, Faculty of Electrical Engineering and Information Technology, University of Zilina, Univerzitna 1, SK-01026 Zilina, Slovakia"],"raw_orcid":"https://orcid.org/0000-0003-3029-3193","affiliations":[{"raw_affiliation_string":"Department of Mechatronics and Electronics, Faculty of Electrical Engineering and Information Technology, University of Zilina, Univerzitna 1, SK-01026 Zilina, Slovakia","institution_ids":["https://openalex.org/I3122011922"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020179592","display_name":"Libor Harga\u0161","orcid":"https://orcid.org/0000-0001-8716-0944"},"institutions":[{"id":"https://openalex.org/I3122011922","display_name":"University of \u017dilina","ror":"https://ror.org/031wwwj55","country_code":"SK","type":"education","lineage":["https://openalex.org/I3122011922"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Libor Hargas","raw_affiliation_strings":["Department of Mechatronics and Electronics, Faculty of Electrical Engineering and Information Technology, University of Zilina, Univerzitna 1, SK-01026 Zilina, Slovakia"],"raw_orcid":"https://orcid.org/0000-0001-8716-0944","affiliations":[{"raw_affiliation_string":"Department of Mechatronics and Electronics, Faculty of Electrical Engineering and Information Technology, University of Zilina, Univerzitna 1, SK-01026 Zilina, Slovakia","institution_ids":["https://openalex.org/I3122011922"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062676498","display_name":"Marek Paskala","orcid":null},"institutions":[{"id":"https://openalex.org/I3122011922","display_name":"University of \u017dilina","ror":"https://ror.org/031wwwj55","country_code":"SK","type":"education","lineage":["https://openalex.org/I3122011922"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Marek Paskala","raw_affiliation_strings":["Department of Mechatronics and Electronics, Faculty of Electrical Engineering and Information Technology, University of Zilina, Univerzitna 1, SK-01026 Zilina, Slovakia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechatronics and Electronics, Faculty of Electrical Engineering and Information Technology, University of Zilina, Univerzitna 1, SK-01026 Zilina, Slovakia","institution_ids":["https://openalex.org/I3122011922"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5091440872"],"corresponding_institution_ids":["https://openalex.org/I3122011922"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.27962641,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":"11","first_page":"225","last_page":"225"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10783","display_name":"Additive Manufacturing and 3D Printing Technologies","score":0.9585999846458435,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T12122","display_name":"Physical Unclonable Functions (PUFs) and Hardware Security","score":0.9580000042915344,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/preprocessor","display_name":"Preprocessor","score":0.5159788727760315},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.366716206073761},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3301324248313904},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19462433457374573},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19280028343200684}],"concepts":[{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.5159788727760315},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.366716206073761},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3301324248313904},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19462433457374573},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19280028343200684}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/computation12110225","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation12110225","pdf_url":"https://www.mdpi.com/2079-3197/12/11/225/pdf?version=1731422794","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:154a5dd40275472d90d882545f03810f","is_oa":true,"landing_page_url":"https://doaj.org/article/154a5dd40275472d90d882545f03810f","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 12, Iss 11, p 225 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computation12110225","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation12110225","pdf_url":"https://www.mdpi.com/2079-3197/12/11/225/pdf?version=1731422794","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/G1877376739","display_name":null,"funder_award_id":"APVV-20-0500","funder_id":"https://openalex.org/F4320323641","funder_display_name":"Vedeck\u00e1 Grantov\u00e1 Agent\u00fara M\u0160VVa\u0160 SR a SAV"},{"id":"https://openalex.org/G4817160705","display_name":null,"funder_award_id":"1/0563/23","funder_id":"https://openalex.org/F4320323641","funder_display_name":"Vedeck\u00e1 Grantov\u00e1 Agent\u00fara M\u0160VVa\u0160 SR a SAV"}],"funders":[{"id":"https://openalex.org/F4320323641","display_name":"Vedeck\u00e1 Grantov\u00e1 Agent\u00fara M\u0160VVa\u0160 SR a SAV","ror":"https://ror.org/044gwpv05"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404263406.pdf"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W2024468509","https://openalex.org/W2078953892","https://openalex.org/W2619516334","https://openalex.org/W2963037989","https://openalex.org/W2969283495","https://openalex.org/W3036616390","https://openalex.org/W3092466439","https://openalex.org/W3126247872","https://openalex.org/W4210245203","https://openalex.org/W4224074380","https://openalex.org/W4244883624","https://openalex.org/W4312551243","https://openalex.org/W4320712931","https://openalex.org/W4323430047","https://openalex.org/W4362731281","https://openalex.org/W4366606985","https://openalex.org/W4366829321","https://openalex.org/W4386233584","https://openalex.org/W4388733640","https://openalex.org/W4388972658","https://openalex.org/W4390659789","https://openalex.org/W4391432108","https://openalex.org/W4394596931","https://openalex.org/W4394910793","https://openalex.org/W4399691419","https://openalex.org/W4400770913","https://openalex.org/W4401017326","https://openalex.org/W4402897273","https://openalex.org/W6803262805"],"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/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Quality":[0],"inspection":[1,105],"of":[2,17,33,51,62,88],"electronic":[3,22],"boards":[4],"during":[5],"the":[6,15,28,49,58,63,89,100,111],"manufacturing":[7],"process":[8],"is":[9],"a":[10,85,120],"crucial":[11],"step,":[12],"especially":[13],"in":[14,99],"case":[16],"specific":[18],"and":[19,30,46,74,92],"expensive":[20],"power":[21],"modules.":[23],"Soldering":[24],"splash":[25],"occurrence":[26],"decreases":[27],"reliability":[29],"electric":[31],"properties":[32],"final":[34],"products.":[35],"This":[36],"paper":[37],"aims":[38],"to":[39,56,96],"compare":[40],"different":[41],"YOLOv8":[42,90],"models":[43],"(small,":[44],"medium,":[45],"large)":[47],"with":[48],"combination":[50,87],"basic":[52],"image":[53,75],"preprocessing":[54,67,93],"techniques":[55],"achieve":[57],"best":[59],"possible":[60],"performance":[61],"designed":[64],"algorithm.":[65],"As":[66],"methods,":[68],"contrast-limited":[69],"adaptive":[70],"histogram":[71],"equalization":[72],"(CLAHE)":[73],"color":[76],"channel":[77],"manipulation":[78],"are":[79,117],"used.":[80],"The":[81,115],"results":[82,116],"show":[83],"that":[84],"suitable":[86],"model":[91],"methods":[94],"leads":[95],"an":[97],"increase":[98],"recall":[101,107],"parameter.":[102],"In":[103],"our":[104],"task,":[106],"can":[108],"be":[109],"considered":[110],"most":[112],"important":[113],"metric.":[114],"supported":[118],"by":[119],"standard":[121],"two-way":[122],"ANOVA":[123],"test.":[124]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
