{"id":"https://openalex.org/W2969954868","doi":"https://doi.org/10.1109/siu.2019.8806419","title":"Development a Machine Vision System For Marble Classification","display_name":"Development a Machine Vision System For Marble Classification","publication_year":2019,"publication_date":"2019-04-01","ids":{"openalex":"https://openalex.org/W2969954868","doi":"https://doi.org/10.1109/siu.2019.8806419","mag":"2969954868"},"language":"en","primary_location":{"id":"doi:10.1109/siu.2019.8806419","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu.2019.8806419","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 27th Signal Processing and Communications Applications Conference (SIU)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046231363","display_name":"Yunis Torun","orcid":"https://orcid.org/0000-0002-6187-0451"},"institutions":[{"id":"https://openalex.org/I12700597","display_name":"Sivas Cumhuriyet \u00dcniversitesi","ror":"https://ror.org/04f81fm77","country_code":"TR","type":"education","lineage":["https://openalex.org/I12700597"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Yunis Torun","raw_affiliation_strings":["Sivas Cumhuriyet Üniversitesi, Sivas, Türkiye"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sivas Cumhuriyet Üniversitesi, Sivas, Türkiye","institution_ids":["https://openalex.org/I12700597"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020529439","display_name":"Mehmet Akba\u015f","orcid":"https://orcid.org/0000-0003-3750-7924"},"institutions":[{"id":"https://openalex.org/I12700597","display_name":"Sivas Cumhuriyet \u00dcniversitesi","ror":"https://ror.org/04f81fm77","country_code":"TR","type":"education","lineage":["https://openalex.org/I12700597"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Mehmet R\u0131za Akba\u015f","raw_affiliation_strings":["Sivas Cumhuriyet Üniversitesi, Sivas, Türkiye"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sivas Cumhuriyet Üniversitesi, Sivas, Türkiye","institution_ids":["https://openalex.org/I12700597"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102336514","display_name":"Muhammet Abdurrahim \u00c7el\u0131k","orcid":null},"institutions":[{"id":"https://openalex.org/I12700597","display_name":"Sivas Cumhuriyet \u00dcniversitesi","ror":"https://ror.org/04f81fm77","country_code":"TR","type":"education","lineage":["https://openalex.org/I12700597"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Muhammet Abdurrahim \u00c7el\u0131k","raw_affiliation_strings":["Sivas Cumhuriyet Üniversitesi, Sivas, Türkiye"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sivas Cumhuriyet Üniversitesi, Sivas, Türkiye","institution_ids":["https://openalex.org/I12700597"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074688780","display_name":"O\u011fuz Kaynar","orcid":"https://orcid.org/0000-0003-2387-4053"},"institutions":[{"id":"https://openalex.org/I12700597","display_name":"Sivas Cumhuriyet \u00dcniversitesi","ror":"https://ror.org/04f81fm77","country_code":"TR","type":"education","lineage":["https://openalex.org/I12700597"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"O\u011fuz Kaynar","raw_affiliation_strings":["Sivas Cumhuriyet Üniversitesi, Sivas, Türkiye"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sivas Cumhuriyet Üniversitesi, Sivas, Türkiye","institution_ids":["https://openalex.org/I12700597"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.442,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.71311236,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"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":0.9987000226974487,"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":0.9987000226974487,"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/T12282","display_name":"Mineral Processing and Grinding","score":0.9925000071525574,"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.982200026512146,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/palette","display_name":"Palette (painting)","score":0.7602524757385254},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6823451519012451},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6349123120307922},{"id":"https://openalex.org/keywords/local-binary-patterns","display_name":"Local binary patterns","score":0.5743672251701355},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5409364104270935},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5397456884384155},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.5095062851905823},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.48470187187194824},{"id":"https://openalex.org/keywords/rgb-color-model","display_name":"RGB color model","score":0.4704165756702423},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4670756161212921},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.4265611469745636},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3954262137413025},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.2528226375579834},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14471575617790222},{"id":"https://openalex.org/keywords/histogram","display_name":"Histogram","score":0.07119029760360718}],"concepts":[{"id":"https://openalex.org/C2779674283","wikidata":"https://www.wikidata.org/wiki/Q425548","display_name":"Palette (painting)","level":2,"score":0.7602524757385254},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6823451519012451},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6349123120307922},{"id":"https://openalex.org/C87335442","wikidata":"https://www.wikidata.org/wiki/Q2494345","display_name":"Local binary patterns","level":4,"score":0.5743672251701355},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5409364104270935},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5397456884384155},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.5095062851905823},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.48470187187194824},{"id":"https://openalex.org/C82990744","wikidata":"https://www.wikidata.org/wiki/Q166194","display_name":"RGB color model","level":2,"score":0.4704165756702423},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4670756161212921},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.4265611469745636},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3954262137413025},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2528226375579834},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14471575617790222},{"id":"https://openalex.org/C53533937","wikidata":"https://www.wikidata.org/wiki/Q185020","display_name":"Histogram","level":3,"score":0.07119029760360718},{"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},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/siu.2019.8806419","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu.2019.8806419","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 27th Signal Processing and Communications Applications Conference (SIU)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2010750941","https://openalex.org/W2014928745","https://openalex.org/W2030004100","https://openalex.org/W2091250708","https://openalex.org/W2096407709","https://openalex.org/W2136318045","https://openalex.org/W2154823510","https://openalex.org/W2530328109","https://openalex.org/W2611953050","https://openalex.org/W2746325398","https://openalex.org/W2749256783","https://openalex.org/W2834554860","https://openalex.org/W2904793365","https://openalex.org/W2905444587","https://openalex.org/W2914922393","https://openalex.org/W2936085621"],"related_works":["https://openalex.org/W4234082839","https://openalex.org/W2384383935","https://openalex.org/W2055219403","https://openalex.org/W3166997759","https://openalex.org/W2004761075","https://openalex.org/W2794489335","https://openalex.org/W3183827559","https://openalex.org/W2509410833","https://openalex.org/W2368237188","https://openalex.org/W2331165631"],"abstract_inverted_index":{"In":[0,64,89,116],"marble":[1,3,30,34,39,121],"sector,":[2],"quality":[4,23,48],"varies":[5],"depending":[6],"on":[7],"vessel":[8],"pattern":[9,46,135],"and":[10,14,24,41,47,85,128,133,152],"color.":[11],"These":[12],"patterns":[13],"colors":[15],"are":[16],"the":[17,22,33,38,42,45,50,53,56,79,134,147],"most":[18],"important":[19,74],"factors":[20],"affecting":[21],"possible":[25],"class":[26],"of":[27,49,55],"marble.":[28],"The":[29],"tiles":[31],"in":[32,114],"palette":[35,40],"ordered":[36],"by":[37,98,105,125,149],"difference":[43],"between":[44],"product":[51],"causes":[52],"return":[54],"product.":[57],"Therefore,":[58],"many":[59],"firms":[60],"suffer":[61],"economic":[62],"damage.":[63],"order":[65],"to":[66,76,95,102,145],"prevent":[67],"this":[68,90],"damage,":[69],"it":[70,92],"has":[71],"become":[72],"an":[73],"issue":[75],"automatically":[77],"process":[78,81],"classification":[80,97],"with":[82],"image":[83],"processing":[84],"deep":[86],"learning":[87],"methods.":[88],"study,":[91],"is":[93],"aimed":[94],"make":[96],"adding":[99],"new":[100],"data":[101],"pre-trained":[103],"network":[104],"AlexNet":[106,126],"model.":[107],"Fimar":[108],"Marble":[109],"Mine":[110],"Co.":[111],"Inc.":[112],"operating":[113],"Sivas.":[115],"3":[117],"different":[118],"classes,":[119],"600":[120],"samples":[122],"were":[123],"trained":[124],"model":[127],"Local":[129,139],"Binary":[130,140],"Pattern":[131,141],"method":[132,142],"information":[136],"was":[137,143],"obtained.":[138],"used":[144],"classify":[146],"characteristic":[148],"creating":[150],"color":[151],"pattern.":[153]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}