{"id":"https://openalex.org/W3029172566","doi":"https://doi.org/10.1007/s00138-020-01084-3","title":"Analysis of microtomographic images in automatic defect localization and detection","display_name":"Analysis of microtomographic images in automatic defect localization and detection","publication_year":2020,"publication_date":"2020-05-27","ids":{"openalex":"https://openalex.org/W3029172566","doi":"https://doi.org/10.1007/s00138-020-01084-3","mag":"3029172566"},"language":"en","primary_location":{"id":"doi:10.1007/s00138-020-01084-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00138-020-01084-3","pdf_url":null,"source":{"id":"https://openalex.org/S27728525","display_name":"Machine Vision and Applications","issn_l":"0932-8092","issn":["0932-8092","1432-1769"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Vision and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/s00138-020-01084-3","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007289720","display_name":"Mariusz Marzec","orcid":"https://orcid.org/0000-0002-6244-5588"},"institutions":[{"id":"https://openalex.org/I864159182","display_name":"University of Silesia in Katowice","ror":"https://ror.org/0104rcc94","country_code":"PL","type":"education","lineage":["https://openalex.org/I864159182"]},{"id":"https://openalex.org/I4210087266","display_name":"Institute of Computer Science","ror":"https://ror.org/003fvp964","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210087266","https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Mariusz Marzec","raw_affiliation_strings":["Department of Computer Biomedical Systems, Institute of Computer Science, University of Silesia, ul. Bedzinska 39, 41-200, Sosnowiec, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Computer Biomedical Systems, Institute of Computer Science, University of Silesia, ul. Bedzinska 39, 41-200, Sosnowiec, Poland","institution_ids":["https://openalex.org/I864159182","https://openalex.org/I4210087266"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062488827","display_name":"Piotr Duda","orcid":"https://orcid.org/0000-0003-3575-5641"},"institutions":[{"id":"https://openalex.org/I864159182","display_name":"University of Silesia in Katowice","ror":"https://ror.org/0104rcc94","country_code":"PL","type":"education","lineage":["https://openalex.org/I864159182"]},{"id":"https://openalex.org/I4210087266","display_name":"Institute of Computer Science","ror":"https://ror.org/003fvp964","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210087266","https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Piotr Duda","raw_affiliation_strings":["Department of Computer Biomedical Systems, Institute of Computer Science, University of Silesia, ul. Bedzinska 39, 41-200, Sosnowiec, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Computer Biomedical Systems, Institute of Computer Science, University of Silesia, ul. Bedzinska 39, 41-200, Sosnowiec, Poland","institution_ids":["https://openalex.org/I864159182","https://openalex.org/I4210087266"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001320820","display_name":"Zygmunt Wr\u00f3bel","orcid":"https://orcid.org/0000-0002-0636-1769"},"institutions":[{"id":"https://openalex.org/I4210087266","display_name":"Institute of Computer Science","ror":"https://ror.org/003fvp964","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210087266","https://openalex.org/I99542240"]},{"id":"https://openalex.org/I864159182","display_name":"University of Silesia in Katowice","ror":"https://ror.org/0104rcc94","country_code":"PL","type":"education","lineage":["https://openalex.org/I864159182"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Zygmunt Wr\u00f3bel","raw_affiliation_strings":["Department of Computer Biomedical Systems, Institute of Computer Science, University of Silesia, ul. Bedzinska 39, 41-200, Sosnowiec, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Computer Biomedical Systems, Institute of Computer Science, University of Silesia, ul. Bedzinska 39, 41-200, Sosnowiec, Poland","institution_ids":["https://openalex.org/I864159182","https://openalex.org/I4210087266"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5007289720"],"corresponding_institution_ids":["https://openalex.org/I4210087266","https://openalex.org/I864159182"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":{"value":2490,"currency":"EUR","value_usd":3090},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.05474562,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"31","issue":"5","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12282","display_name":"Mineral Processing and Grinding","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T12282","display_name":"Mineral Processing and Grinding","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T12386","display_name":"Advanced X-ray and CT Imaging","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T10834","display_name":"Welding Techniques and Residual Stresses","score":0.991599977016449,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/artificial-intelligence","display_name":"Artificial intelligence","score":0.6671339273452759},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5692576169967651},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5133394598960876},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5076087713241577},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.4578927457332611},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.43872249126434326},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36507439613342285},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.28214791417121887}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6671339273452759},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5692576169967651},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5133394598960876},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5076087713241577},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4578927457332611},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.43872249126434326},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36507439613342285},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.28214791417121887}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00138-020-01084-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00138-020-01084-3","pdf_url":null,"source":{"id":"https://openalex.org/S27728525","display_name":"Machine Vision and Applications","issn_l":"0932-8092","issn":["0932-8092","1432-1769"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Vision and Applications","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s00138-020-01084-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00138-020-01084-3","pdf_url":null,"source":{"id":"https://openalex.org/S27728525","display_name":"Machine Vision and Applications","issn_l":"0932-8092","issn":["0932-8092","1432-1769"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Vision and Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320328948","display_name":"Uniwersytet \u015al\u0105ski w Katowicach","ror":"https://ror.org/0104rcc94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W657818212","https://openalex.org/W834750058","https://openalex.org/W1481827027","https://openalex.org/W1533162639","https://openalex.org/W1840638172","https://openalex.org/W1964746612","https://openalex.org/W1968253803","https://openalex.org/W2040566018","https://openalex.org/W2077172306","https://openalex.org/W2085407369","https://openalex.org/W2107923580","https://openalex.org/W2133059825","https://openalex.org/W2286349955","https://openalex.org/W2342491128","https://openalex.org/W2483502317","https://openalex.org/W2484953877","https://openalex.org/W2516858621","https://openalex.org/W2562503256","https://openalex.org/W2613000917","https://openalex.org/W2626471715","https://openalex.org/W2696471905","https://openalex.org/W2755262671","https://openalex.org/W2767024989","https://openalex.org/W2771105938","https://openalex.org/W2890144132","https://openalex.org/W2975832043","https://openalex.org/W3000469557","https://openalex.org/W4246507405","https://openalex.org/W6602171695"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2317200988","https://openalex.org/W2052122378","https://openalex.org/W2544423928","https://openalex.org/W2053286651","https://openalex.org/W2181743346","https://openalex.org/W2187401768","https://openalex.org/W2181413294","https://openalex.org/W2049864679"],"abstract_inverted_index":{"Abstract":[0],"The":[1,84,142,166],"paper":[2],"presents":[3],"a":[4,51,72,140,148,161],"fast":[5],"method":[6,132],"of":[7,13,26,42,75,109,111,150,163,222],"fully":[8,233],"automatic":[9,211],"localization":[10,213],"and":[11,29,96,107,147,178,232],"classification":[12],"defects":[14],"in":[15,120,210,214],"aluminium":[16,223],"castings":[17,224],"based":[18,30],"on":[19,31,39],"computed":[20],"microtomography":[21],"images.":[22,194],"In":[23,64],"the":[24,40,66,80,93,121,130,154,187],"light":[25],"current":[27],"research":[28],"available":[32],"publications,":[33],"where":[34],"such":[35],"analysis":[36,221],"is":[37,50,184,200],"made":[38],"basis":[41],"images":[43,57,209],"obtained":[44,189],"from":[45,100,190],"standard":[46],"radiography":[47],"(x-ray),":[48],"this":[49,218],"new":[52],"approach":[53],"which":[54,78,89,183],"uses":[55],"microtomographic":[56],"(":[58],"$$\\mu":[59,101,204],"$$":[60,102,205],"<mml:math":[61,103,206],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"><mml:mi>\u03bc</mml:mi></mml:math>":[62,104,207],"-CT).":[63],"addition,":[65],"above-mentioned":[67],"solutions":[68,168],"most":[69],"often":[70],"analyze":[71],"pre-separated":[73],"portion":[74],"an":[76],"image,":[77],"requires":[79],"initial":[81],"operator":[82],"interference.":[83],"authors\u2019":[85],"own":[86],"pre-processing":[87],"methods,":[88],"allow":[90],"to":[91,186,202,217],"separate":[92],"element":[94],"area":[95],"potential":[97],"defect":[98,176,212],"areas":[99,116,156],"-CT":[105,208],"images,":[106],"methods":[108,191],"extraction":[110],"selected":[112],"features":[113,152],"describing":[114,153],"these":[115],"have":[117,157,169],"been":[118,137,158],"proposed":[119],"solution":[122],"discussed":[123],"here.":[124],"A":[125],"neural":[126],"network":[127,144],"trained":[128],"using":[129,192],"Levenberg\u2013Marquardt":[131],"with":[133],"error":[134],"backpropagation":[135],"has":[136,196],"used":[138],"as":[139,160],"classifier.":[141],"optimal":[143],"structure":[145],"20\u20134\u20131":[146],"set":[149],"20":[151],"analysed":[155],"determined":[159],"result":[162],"performed":[164],"tests.":[165],"applied":[167],"provided":[170],"89%":[171],"correct":[172],"detection":[173],"for":[174,180],"any":[175],"size":[177],"96.73%":[179],"large":[181],"defects,":[182],"comparable":[185],"results":[188],"x-ray":[193],"This":[195],"confirmed":[197],"that":[198],"it":[199],"possible":[201],"use":[203],"3D.":[215],"Thanks":[216],"method,":[219],"quantitative":[220],"can":[225],"be":[226],"carried":[227],"out":[228],"without":[229],"user":[230],"interaction":[231],"automated.":[234]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}