{"id":"https://openalex.org/W7220909679","doi":"https://doi.org/10.5281/zenodo.23200096","title":"Microscopy images of potassium permanganate\u2013treated edible oils (seven classes, 111 preparations) for reaction-assisted microscopy and deep learning\u2013based oil identification","display_name":"Microscopy images of potassium permanganate\u2013treated edible oils (seven classes, 111 preparations) for reaction-assisted microscopy and deep learning\u2013based oil identification","publication_year":2026,"publication_date":"2026-10-07","ids":{"openalex":"https://openalex.org/W7220909679","doi":"https://doi.org/10.5281/zenodo.23200096"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.23200096","doi":"https://doi.org/10.5281/zenodo.23200096","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23200096","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Image"},"volume":null,"type":"other","is_traditional":false,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.23200096","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100611259","display_name":"Burak Y\u0131lmaz","orcid":"https://orcid.org/0000-0001-5549-8385","observed_orcids":["https://orcid.org/0000-0001-5549-8385"]},"institutions":[{"id":"https://openalex.org/I4210117254","display_name":"Konya Technical University","ror":"https://ror.org/02s82rs08","country_code":"TR","type":"education","lineage":["https://openalex.org/I4210117254"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Y\u0131lmaz, Burak","raw_affiliation_strings":["Konya Technical University"],"raw_orcid":"https://orcid.org/0000-0001-5549-8385","affiliations":[{"raw_affiliation_string":"Konya Technical University","institution_ids":["https://openalex.org/I4210117254"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5100611259"],"corresponding_institution_ids":["https://openalex.org/I4210117254"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.7470999956130981,"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"}},"topics":[{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.7470999956130981,"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"}},{"id":"https://openalex.org/T10909","display_name":"Edible Oils Quality and Analysis","score":0.21660000085830688,"subfield":{"id":"https://openalex.org/subfields/1605","display_name":"Organic Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.003800000064074993,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/edible-oils","display_name":"edible oils","score":0.7919999957084656},{"id":"https://openalex.org/keywords/oil-identification","display_name":"oil identification","score":0.8859999775886536},{"id":"https://openalex.org/keywords/permanganate-oxidation","display_name":"potassium permanganate oxidation","score":0.7910000085830688},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.5720000267028809},{"id":"https://openalex.org/keywords/oil-blends","display_name":"oil blends","score":0.6809999942779541},{"id":"https://openalex.org/keywords/hazelnut-oil","display_name":"hazelnut oil","score":0.9580000042915344},{"id":"https://openalex.org/keywords/olive-oil","display_name":"olive oil","score":0.9990000128746033},{"id":"https://openalex.org/keywords/sunflower-oil","display_name":"sunflower oil","score":0.9980000257492065},{"id":"https://openalex.org/keywords/oil-adulteration","display_name":"oil adulteration","score":0.5569999814033508},{"id":"https://openalex.org/keywords/image-classification","display_name":"image classification","score":0.5270000100135803}],"concepts":[{"id":"https://openalex.org/C2780556605","wikidata":"https://www.wikidata.org/wiki/Q94787","display_name":"Sunflower oil","level":2,"score":0.6656000018119812},{"id":"https://openalex.org/C2775885272","wikidata":"https://www.wikidata.org/wiki/Q190865","display_name":"Potassium permanganate","level":2,"score":0.6401000022888184},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.5583000183105469},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.5357999801635742},{"id":"https://openalex.org/C147080431","wikidata":"https://www.wikidata.org/wiki/Q1074953","display_name":"Microscopy","level":2,"score":0.46239998936653137},{"id":"https://openalex.org/C2988377048","wikidata":"https://www.wikidata.org/wiki/Q93165","display_name":"Olive oil","level":2,"score":0.4521999955177307},{"id":"https://openalex.org/C82990744","wikidata":"https://www.wikidata.org/wiki/Q166194","display_name":"RGB color model","level":2,"score":0.4052000045776367},{"id":"https://openalex.org/C2778576202","wikidata":"https://www.wikidata.org/wiki/Q2540164","display_name":"Sample preparation","level":2,"score":0.3564000129699707},{"id":"https://openalex.org/C2994459887","wikidata":"https://www.wikidata.org/wiki/Q427457","display_name":"Edible oil","level":2,"score":0.35499998927116394},{"id":"https://openalex.org/C67649825","wikidata":"https://www.wikidata.org/wiki/Q196538","display_name":"Microscope","level":2,"score":0.34360000491142273},{"id":"https://openalex.org/C2779197568","wikidata":"https://www.wikidata.org/wiki/Q423986","display_name":"Sunflower","level":2,"score":0.3206000030040741},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.3066999912261963},{"id":"https://openalex.org/C74940592","wikidata":"https://www.wikidata.org/wiki/Q6723254","display_name":"Maceration (sewage)","level":2,"score":0.304500013589859},{"id":"https://openalex.org/C46328234","wikidata":"https://www.wikidata.org/wiki/Q1501465","display_name":"Organoleptic","level":2,"score":0.30169999599456787},{"id":"https://openalex.org/C32236832","wikidata":"https://www.wikidata.org/wiki/Q80228","display_name":"Bottle","level":2,"score":0.2996000051498413},{"id":"https://openalex.org/C42781572","wikidata":"https://www.wikidata.org/wiki/Q1250322","display_name":"Digital image","level":4,"score":0.29809999465942383},{"id":"https://openalex.org/C199289684","wikidata":"https://www.wikidata.org/wiki/Q83353","display_name":"Mineralogy","level":1,"score":0.2971000075340271},{"id":"https://openalex.org/C29098216","wikidata":"https://www.wikidata.org/wiki/Q638009","display_name":"Retort","level":2,"score":0.29159998893737793},{"id":"https://openalex.org/C184651966","wikidata":"https://www.wikidata.org/wiki/Q906356","display_name":"Aqueous solution","level":2,"score":0.2825999855995178},{"id":"https://openalex.org/C3019322901","wikidata":"https://www.wikidata.org/wiki/Q1076906","display_name":"Sunflower seed","level":3,"score":0.2784999907016754},{"id":"https://openalex.org/C517785266","wikidata":"https://www.wikidata.org/wiki/Q703","display_name":"Potassium","level":2,"score":0.2754000127315521},{"id":"https://openalex.org/C31903555","wikidata":"https://www.wikidata.org/wiki/Q1637030","display_name":"Food science","level":1,"score":0.26809999346733093},{"id":"https://openalex.org/C2781345722","wikidata":"https://www.wikidata.org/wiki/Q5308388","display_name":"Drop (telecommunication)","level":2,"score":0.26170000433921814},{"id":"https://openalex.org/C2778483698","wikidata":"https://www.wikidata.org/wiki/Q422658","display_name":"Myristic acid","level":4,"score":0.25429999828338623},{"id":"https://openalex.org/C2780642787","wikidata":"https://www.wikidata.org/wiki/Q15944430","display_name":"Fish fillet","level":3,"score":0.25270000100135803},{"id":"https://openalex.org/C2779096019","wikidata":"https://www.wikidata.org/wiki/Q4739805","display_name":"Vegetable oil","level":2,"score":0.2515999972820282}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5281/zenodo.23200096","doi":"https://doi.org/10.5281/zenodo.23200096","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23200096","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Image"},{"id":"doi:10.5281/zenodo.23200097","doi":"https://doi.org/10.5281/zenodo.23200097","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23200097","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Image"}],"best_oa_location":{"id":"doi:10.5281/zenodo.23200096","doi":"https://doi.org/10.5281/zenodo.23200096","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23200096","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Image"},"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/W7128402131","https://openalex.org/W7171069659","https://openalex.org/W2048309249","https://openalex.org/W6967983194","https://openalex.org/W7119380206","https://openalex.org/W6968238718","https://openalex.org/W3015899886","https://openalex.org/W7017989112","https://openalex.org/W2130050660","https://openalex.org/W4200486604"],"abstract_inverted_index":{"This":[0],"dataset":[1],"contains":[2],"light-microscopy":[3],"images":[4,117],"of":[5,34,72,79,135],"edible":[6],"oils":[7],"and":[8,22,84,125,131,138,149],"oil":[9,29,73,172],"blends":[10],"after":[11],"oxidation":[12],"with":[13,18,76,97],"potassium":[14],"permanganate":[15],"(KMnO4),":[16],"together":[17],"the":[19,32,128,132,140,152,163],"partition":[20],"manifests":[21],"analysis":[23],"code":[24],"used":[25],"to":[26],"evaluate":[27],"image-based":[28],"identification":[30],"at":[31,162],"level":[33,165],"independent":[35],"sample":[36],"preparations.":[37,123],"Classes":[38],"(folder":[39],"\u2192":[40,43,48,52,57,63],"oil):":[41],"NutOil":[42],"hazelnut":[44],"oil;":[45,50,55,59],"Olive":[46],"Oil":[47],"olive":[49,54],"Riviera":[51,53],"Sunflower":[56],"sunflower":[58],"Olive_Nut,":[60],"Olive_Sunflower,":[61],"Sunflower_nut":[62],"1:1":[64],"(v/v)":[65],"blends.":[66],"For":[67],"each":[68],"preparation,":[69],"30":[70],"mL":[71,78],"were":[74,110],"mixed":[75],"5":[77],"0.1":[80],"N":[81],"aqueous":[82],"KMnO4":[83],"vortexed":[85],"for":[86,146],"1":[87],"min;":[88],"a":[89,95],"drop":[90],"was":[91],"imaged":[92],"immediately":[93],"without":[94],"coverslip":[96],"an":[98],"Inskam":[99],"307":[100],"digital":[101],"microscope":[102],"(nominal":[103],"1000\u00d7,":[104],"automatic":[105],"white":[106],"balance).":[107],"Three":[108],"fields":[109],"photographed":[111],"per":[112,171],"preparation:":[113],"345":[114],"RGB":[115],"JPEG":[116],"(640":[118],"\u00d7":[119],"480)":[120],"from":[121,151],"111":[122],"frames_manifest.csv":[124],"patches_manifest.csv":[126],"give":[127],"preparation":[129,154,164],"ID":[130],"test/cross-validation":[133],"fold":[134],"every":[136],"frame":[137],"tile;":[139],"notebook":[141],"reproduces":[142],"all":[143],"analyses.":[144],"Important":[145],"re-use:":[147],"frames":[148],"tiles":[150],"same":[153],"are":[155],"not":[156],"independent;":[157],"splits":[158],"should":[159],"be":[160],"made":[161],"(prep_id).":[166],"Limitations:":[167],"one":[168,174,176],"retail":[169],"bottle":[170],"type,":[173],"microscope,":[175],"blend":[177],"ratio.":[178]},"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-10-09T00:00:00"}
