{"id":"https://openalex.org/W4200434276","doi":"https://doi.org/10.1088/1742-6596/2127/1/012026","title":"Neural network classifier for hyperspectral images of skin pathologies","display_name":"Neural network classifier for hyperspectral images of skin pathologies","publication_year":2021,"publication_date":"2021-11-01","ids":{"openalex":"https://openalex.org/W4200434276","doi":"https://doi.org/10.1088/1742-6596/2127/1/012026"},"language":"en","primary_location":{"id":"doi:10.1088/1742-6596/2127/1/012026","doi":"https://doi.org/10.1088/1742-6596/2127/1/012026","is_oa":true,"landing_page_url":"https://doi.org/10.1088/1742-6596/2127/1/012026","pdf_url":"https://iopscience.iop.org/article/10.1088/1742-6596/2127/1/012026/pdf","source":{"id":"https://openalex.org/S4210187594","display_name":"Journal of Physics Conference Series","issn_l":"1742-6588","issn":["1742-6588","1742-6596"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","jufo-1","norway-1","poland-40","vabb-shw"],"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Physics: Conference Series","raw_type":"journal-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://iopscience.iop.org/article/10.1088/1742-6596/2127/1/012026/pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053529158","display_name":"V Vinokurov","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3124489027","display_name":"Samara National Research University","ror":"https://ror.org/05ggagb37","country_code":"RU","type":"education","lineage":["https://openalex.org/I3124489027"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"V Vinokurov","raw_affiliation_strings":["Samara National Research University, Moskovskoe Shosse 34, Samara, Russia, 443086"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samara National Research University, Moskovskoe Shosse 34, Samara, Russia, 443086","institution_ids":["https://openalex.org/I3124489027"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055967933","display_name":"Yulia \u0410. Khristoforova","orcid":"https://orcid.org/0000-0001-8851-4732","observed_orcids":["https://orcid.org/0000-0001-8851-4732"]},"institutions":[{"id":"https://openalex.org/I3124489027","display_name":"Samara National Research University","ror":"https://ror.org/05ggagb37","country_code":"RU","type":"education","lineage":["https://openalex.org/I3124489027"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Yu Khristoforova","raw_affiliation_strings":["Samara National Research University, Moskovskoe Shosse 34, Samara, Russia, 443086"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samara National Research University, Moskovskoe Shosse 34, Samara, Russia, 443086","institution_ids":["https://openalex.org/I3124489027"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001011802","display_name":"Oleg O. Myakinin","orcid":"https://orcid.org/0000-0003-0859-1282","observed_orcids":["https://orcid.org/0000-0003-0859-1282"]},"institutions":[{"id":"https://openalex.org/I3124489027","display_name":"Samara National Research University","ror":"https://ror.org/05ggagb37","country_code":"RU","type":"education","lineage":["https://openalex.org/I3124489027"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"O Myakinin","raw_affiliation_strings":["Samara National Research University, Moskovskoe Shosse 34, Samara, Russia, 443086"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samara National Research University, Moskovskoe Shosse 34, Samara, Russia, 443086","institution_ids":["https://openalex.org/I3124489027"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076994119","display_name":"Ivan \u0410. Bratchenko","orcid":"https://orcid.org/0000-0003-3629-7064","observed_orcids":["https://orcid.org/0000-0003-3629-7064"]},"institutions":[{"id":"https://openalex.org/I3124489027","display_name":"Samara National Research University","ror":"https://ror.org/05ggagb37","country_code":"RU","type":"education","lineage":["https://openalex.org/I3124489027"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"I Bratchenko","raw_affiliation_strings":["Samara National Research University, Moskovskoe Shosse 34, Samara, Russia, 443086"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samara National Research University, Moskovskoe Shosse 34, Samara, Russia, 443086","institution_ids":["https://openalex.org/I3124489027"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081657205","display_name":"Alexander A. Moryatov","orcid":"https://orcid.org/0000-0001-7414-5710","observed_orcids":["https://orcid.org/0000-0001-7414-5710"]},"institutions":[{"id":"https://openalex.org/I4210127240","display_name":"Samara State Medical University","ror":"https://ror.org/02z5czc07","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210127240"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"A Moryatov","raw_affiliation_strings":["Samara State Medical University, 89 Chapaevskaya street, Samara, Russia, 443099"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samara State Medical University, 89 Chapaevskaya street, Samara, Russia, 443099","institution_ids":["https://openalex.org/I4210127240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011665685","display_name":"Alexander S. Machikhin","orcid":"https://orcid.org/0000-0002-2864-3214","observed_orcids":["https://orcid.org/0000-0002-2864-3214"]},"institutions":[{"id":"https://openalex.org/I1313323035","display_name":"Russian Academy of Sciences","ror":"https://ror.org/05qrfxd25","country_code":"RU","type":"government","lineage":["https://openalex.org/I1313323035"]},{"id":"https://openalex.org/I4210141000","display_name":"Federal State Budgetary Institution of Science \"Scientific and Technological Center of Unique Instrumentation\" of the Russian Academy of Sciences","ror":"https://ror.org/046npx426","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210141000"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"A Machikhin","raw_affiliation_strings":["Scientific and Technological Center of Unique Instrumentation of the Russian Academy of Sciences, 15 Butlerova street, Moscow, Russia, 117342"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Scientific and Technological Center of Unique Instrumentation of the Russian Academy of Sciences, 15 Butlerova street, Moscow, Russia, 117342","institution_ids":["https://openalex.org/I1313323035","https://openalex.org/I4210141000"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075638427","display_name":"Valery P. Zakharov","orcid":"https://orcid.org/0000-0002-0597-3122","observed_orcids":["https://orcid.org/0000-0002-0597-3122"]},"institutions":[{"id":"https://openalex.org/I3124489027","display_name":"Samara National Research University","ror":"https://ror.org/05ggagb37","country_code":"RU","type":"education","lineage":["https://openalex.org/I3124489027"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"V Zakharov","raw_affiliation_strings":["Samara National Research University, Moskovskoe Shosse 34, Samara, Russia, 443086"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samara National Research University, Moskovskoe Shosse 34, Samara, Russia, 443086","institution_ids":["https://openalex.org/I3124489027"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.5853,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.95947064,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":"2127","issue":"1","first_page":"012026","last_page":"012026"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.8237000107765198,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.8237000107765198,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.1151999980211258,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.04320000112056732,"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/hyperspectral-imaging","display_name":"hyperspectral imaging","score":0.9440000057220459},{"id":"https://openalex.org/keywords/dermatopathology","display_name":"dermatopathology","score":0.8740000128746033},{"id":"https://openalex.org/keywords/neural-network-classifier","display_name":"neural network classifier","score":0.8149999976158142},{"id":"https://openalex.org/keywords/melanoma","display_name":"melanoma","score":0.8009999990463257},{"id":"https://openalex.org/keywords/basal-cell-carcinoma","display_name":"basal cell carcinoma","score":1.0},{"id":"https://openalex.org/keywords/nevus","display_name":"nevus","score":0.9520000219345093},{"id":"https://openalex.org/keywords/papilloma","display_name":"papilloma","score":0.9879999756813049},{"id":"https://openalex.org/keywords/vgg","display_name":"VGG","score":0.902999997138977},{"id":"https://openalex.org/keywords/dermatology-image-classification","display_name":"dermatological image classification","score":0.47099998593330383}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.7788300514221191},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6640818119049072},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6560656428337097},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6163875460624695},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5756651163101196},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5755768418312073},{"id":"https://openalex.org/C3019992690","wikidata":"https://www.wikidata.org/wiki/Q92767510","display_name":"Basal cell","level":2,"score":0.5096969604492188},{"id":"https://openalex.org/C2778804307","wikidata":"https://www.wikidata.org/wiki/Q809758","display_name":"Basal cell carcinoma","level":3,"score":0.47567906975746155},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.41121870279312134},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.19383525848388672},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1666642725467682}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1088/1742-6596/2127/1/012026","doi":"https://doi.org/10.1088/1742-6596/2127/1/012026","is_oa":true,"landing_page_url":"https://doi.org/10.1088/1742-6596/2127/1/012026","pdf_url":"https://iopscience.iop.org/article/10.1088/1742-6596/2127/1/012026/pdf","source":{"id":"https://openalex.org/S4210187594","display_name":"Journal of Physics Conference Series","issn_l":"1742-6588","issn":["1742-6588","1742-6596"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","jufo-1","norway-1","poland-40","vabb-shw"],"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Physics: Conference Series","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1088/1742-6596/2127/1/012026","doi":"https://doi.org/10.1088/1742-6596/2127/1/012026","is_oa":true,"landing_page_url":"https://doi.org/10.1088/1742-6596/2127/1/012026","pdf_url":"https://iopscience.iop.org/article/10.1088/1742-6596/2127/1/012026/pdf","source":{"id":"https://openalex.org/S4210187594","display_name":"Journal of Physics Conference Series","issn_l":"1742-6588","issn":["1742-6588","1742-6596"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","jufo-1","norway-1","poland-40","vabb-shw"],"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Physics: Conference Series","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.8199999928474426}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4200434276.pdf","grobid_xml":"https://content.openalex.org/works/W4200434276.grobid-xml"},"referenced_works_count":12,"referenced_works":["https://openalex.org/W1488701391","https://openalex.org/W1988386267","https://openalex.org/W2024749636","https://openalex.org/W2077768271","https://openalex.org/W2545814280","https://openalex.org/W2587790406","https://openalex.org/W2682360066","https://openalex.org/W2901580175","https://openalex.org/W2907416084","https://openalex.org/W2973623650","https://openalex.org/W2986081496","https://openalex.org/W3114443083"],"related_works":["https://openalex.org/W4210994027","https://openalex.org/W4388855067","https://openalex.org/W2788240402","https://openalex.org/W3126194146","https://openalex.org/W4220663311","https://openalex.org/W4297004507","https://openalex.org/W4417052577","https://openalex.org/W3122831848","https://openalex.org/W4224274791","https://openalex.org/W7117219665"],"abstract_inverted_index":{"Abstract":[0],"This":[1],"paper":[2],"describes":[3],"the":[4,43,51,62,65,68,75,94,123],"use":[5],"and":[6,22,55,74,86,99],"results":[7],"of":[8,17,20,39,67,77,102,129],"a":[9,15,112,117],"neural":[10,106],"network":[11,107],"classifier":[12,108],"trained":[13],"on":[14,30,111],"set":[16,119],"hyperspectral":[18,35],"images":[19,32],"benign":[21],"malignant":[23],"neoplasms.":[24],"The":[25,37,105],"analysis":[26,66],"is":[27,45,48,59,72,109],"carried":[28,46],"out":[29,47],"2D":[31],"extruded":[33],"from":[34],"data.":[36],"ranges":[38],"wavelengths":[40],"at":[41],"which":[42,58],"research":[44],"represented":[49],"by":[50,61],"intervals":[52],"530\u2013570":[53],"nm":[54],"600\u2013606":[56],"nm,":[57],"caused":[60],"assumption":[63],"that":[64],"entire":[69],"spectral":[70],"range":[71],"redundant":[73],"prospect":[76],"saving":[78],"resources.":[79],"Melanoma,":[80],"basal":[81],"cell":[82],"carcinoma":[83],"(BCC),":[84],"nevus":[85],"papilloma":[87],"are":[88],"accepted":[89],"as":[90,93],"primary":[91],"classes,":[92],"most":[95,97],"dangerous,":[96],"common":[98],"non-malignant":[100],"types":[101,128],"neoplasms,":[103],"respectively.":[104],"based":[110],"three-block":[113],"VGG":[114],"network.":[115],"With":[116],"training":[118],"included":[120],"1944":[121],"images,":[122],"classification":[124],"accuracy":[125],"for":[126],"4":[127],"samples":[130],"was":[131],"92%.":[132]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2021-12-31T00:00:00"}
