{"id":"https://openalex.org/W4297004507","doi":"https://doi.org/10.3390/s22197139","title":"Neural Networks-Based On-Site Dermatologic Diagnosis through Hyperspectral Epidermal Images","display_name":"Neural Networks-Based On-Site Dermatologic Diagnosis through Hyperspectral Epidermal Images","publication_year":2022,"publication_date":"2022-09-21","ids":{"openalex":"https://openalex.org/W4297004507","doi":"https://doi.org/10.3390/s22197139","pmid":"https://pubmed.ncbi.nlm.nih.gov/36236240"},"language":"en","primary_location":{"id":"doi:10.3390/s22197139","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22197139","pdf_url":"https://www.mdpi.com/1424-8220/22/19/7139/pdf?version=1663749892","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/22/19/7139/pdf?version=1663749892","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024018539","display_name":"Marco La Salvia","orcid":"https://orcid.org/0000-0003-3724-8213"},"institutions":[{"id":"https://openalex.org/I25217355","display_name":"University of Pavia","ror":"https://ror.org/00s6t1f81","country_code":"IT","type":"education","lineage":["https://openalex.org/I25217355"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco La Salvia","raw_affiliation_strings":["Department of Electrical, Computer and Biomedical Engineering, University of Pavia, 27100 Pavia, Italy"],"raw_orcid":"https://orcid.org/0000-0003-3724-8213","affiliations":[{"raw_affiliation_string":"Department of Electrical, Computer and Biomedical Engineering, University of Pavia, 27100 Pavia, Italy","institution_ids":["https://openalex.org/I25217355"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036097895","display_name":"Emanuele Torti","orcid":"https://orcid.org/0000-0001-8437-8227"},"institutions":[{"id":"https://openalex.org/I25217355","display_name":"University of Pavia","ror":"https://ror.org/00s6t1f81","country_code":"IT","type":"education","lineage":["https://openalex.org/I25217355"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Emanuele Torti","raw_affiliation_strings":["Department of Electrical, Computer and Biomedical Engineering, University of Pavia, 27100 Pavia, Italy"],"raw_orcid":"https://orcid.org/0000-0001-8437-8227","affiliations":[{"raw_affiliation_string":"Department of Electrical, Computer and Biomedical Engineering, University of Pavia, 27100 Pavia, Italy","institution_ids":["https://openalex.org/I25217355"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058895136","display_name":"Raquel Le\u00f3n","orcid":"https://orcid.org/0000-0002-4287-3200"},"institutions":[{"id":"https://openalex.org/I119635470","display_name":"Universidad de Las Palmas de Gran Canaria","ror":"https://ror.org/01teme464","country_code":"ES","type":"education","lineage":["https://openalex.org/I119635470"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Raquel Leon","raw_affiliation_strings":["Research Institute for Applied Microelectronics (IUMA), University of Las Palmas de Gran Canaria (ULPGC), 35001 Las Palmas de Gran Canaria, Spain"],"raw_orcid":"https://orcid.org/0000-0002-4287-3200","affiliations":[{"raw_affiliation_string":"Research Institute for Applied Microelectronics (IUMA), University of Las Palmas de Gran Canaria (ULPGC), 35001 Las Palmas de Gran Canaria, Spain","institution_ids":["https://openalex.org/I119635470"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045090259","display_name":"Himar Fabelo","orcid":"https://orcid.org/0000-0002-9794-490X"},"institutions":[{"id":"https://openalex.org/I119635470","display_name":"Universidad de Las Palmas de Gran Canaria","ror":"https://ror.org/01teme464","country_code":"ES","type":"education","lineage":["https://openalex.org/I119635470"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Himar Fabelo","raw_affiliation_strings":["Research Institute for Applied Microelectronics (IUMA), University of Las Palmas de Gran Canaria (ULPGC), 35001 Las Palmas de Gran Canaria, Spain"],"raw_orcid":"https://orcid.org/0000-0002-9794-490X","affiliations":[{"raw_affiliation_string":"Research Institute for Applied Microelectronics (IUMA), University of Las Palmas de Gran Canaria (ULPGC), 35001 Las Palmas de Gran Canaria, Spain","institution_ids":["https://openalex.org/I119635470"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013980644","display_name":"Samuel Ortega","orcid":"https://orcid.org/0000-0002-7519-954X"},"institutions":[{"id":"https://openalex.org/I119635470","display_name":"Universidad de Las Palmas de Gran Canaria","ror":"https://ror.org/01teme464","country_code":"ES","type":"education","lineage":["https://openalex.org/I119635470"]},{"id":"https://openalex.org/I4210121781","display_name":"Nofima","ror":"https://ror.org/02v1rsx93","country_code":"NO","type":"company","lineage":["https://openalex.org/I4210121781"]}],"countries":["ES","NO"],"is_corresponding":false,"raw_author_name":"Samuel Ortega","raw_affiliation_strings":["Norwegian Institute of Food, Fisheries and Aquaculture Research (Nofima), 6122 Troms\u00f8, Norway","Research Institute for Applied Microelectronics (IUMA), University of Las Palmas de Gran Canaria (ULPGC), 35001 Las Palmas de Gran Canaria, Spain"],"raw_orcid":"https://orcid.org/0000-0002-7519-954X","affiliations":[{"raw_affiliation_string":"Norwegian Institute of Food, Fisheries and Aquaculture Research (Nofima), 6122 Troms\u00f8, Norway","institution_ids":["https://openalex.org/I4210121781"]},{"raw_affiliation_string":"Research Institute for Applied Microelectronics (IUMA), University of Las Palmas de Gran Canaria (ULPGC), 35001 Las Palmas de Gran Canaria, Spain","institution_ids":["https://openalex.org/I119635470"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055312220","display_name":"Francisco Balea-Fernandez","orcid":"https://orcid.org/0000-0003-2028-0858"},"institutions":[{"id":"https://openalex.org/I119635470","display_name":"Universidad de Las Palmas de Gran Canaria","ror":"https://ror.org/01teme464","country_code":"ES","type":"education","lineage":["https://openalex.org/I119635470"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco Balea-Fernandez","raw_affiliation_strings":["Department of Psychology, Sociology and Social Work, University of Las Palmas de Gran Canaria, 35001 Las Palmas de Gran Canaria, Spain"],"raw_orcid":"https://orcid.org/0000-0003-2028-0858","affiliations":[{"raw_affiliation_string":"Department of Psychology, Sociology and Social Work, University of Las Palmas de Gran Canaria, 35001 Las Palmas de Gran Canaria, Spain","institution_ids":["https://openalex.org/I119635470"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019429864","display_name":"Beatriz Martinez-Vega","orcid":"https://orcid.org/0000-0001-7835-9660"},"institutions":[{"id":"https://openalex.org/I119635470","display_name":"Universidad de Las Palmas de Gran Canaria","ror":"https://ror.org/01teme464","country_code":"ES","type":"education","lineage":["https://openalex.org/I119635470"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Beatriz Martinez-Vega","raw_affiliation_strings":["Research Institute for Applied Microelectronics (IUMA), University of Las Palmas de Gran Canaria (ULPGC), 35001 Las Palmas de Gran Canaria, Spain"],"raw_orcid":"https://orcid.org/0000-0001-7835-9660","affiliations":[{"raw_affiliation_string":"Research Institute for Applied Microelectronics (IUMA), University of Las Palmas de Gran Canaria (ULPGC), 35001 Las Palmas de Gran Canaria, Spain","institution_ids":["https://openalex.org/I119635470"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103274409","display_name":"Irene Menc\u00eda Casta\u00f1o","orcid":"https://orcid.org/0000-0002-0708-8995"},"institutions":[{"id":"https://openalex.org/I4210098027","display_name":"Hospital Universitario de Gran Canaria Doctor Negr\u00edn","ror":"https://ror.org/00s4vhs88","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210098027"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Irene Casta\u00f1o","raw_affiliation_strings":["Department of Dermatology, Hospital Universitario de Gran Canaria Doctor Negr\u00edn, Barranco de la Ballena, s/n, 35010 Las Palmas de Gran Canaria, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Dermatology, Hospital Universitario de Gran Canaria Doctor Negr\u00edn, Barranco de la Ballena, s/n, 35010 Las Palmas de Gran Canaria, Spain","institution_ids":["https://openalex.org/I4210098027"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075813520","display_name":"Pablo Almeida","orcid":"https://orcid.org/0000-0003-2608-0400"},"institutions":[{"id":"https://openalex.org/I2799299272","display_name":"Hospital Universitario Insular de Gran Canaria","ror":"https://ror.org/04cbm7s05","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I2799299272","https://openalex.org/I4210120310"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Pablo Almeida","raw_affiliation_strings":["Department of Dermatology, Complejo Hospitalario Universitario Insular-Materno Infantil, Avenida Maritima del Sur, s/n, 35016 Las Palmas de Gran Canaria, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Dermatology, Complejo Hospitalario Universitario Insular-Materno Infantil, Avenida Maritima del Sur, s/n, 35016 Las Palmas de Gran Canaria, Spain","institution_ids":["https://openalex.org/I2799299272"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043601433","display_name":"G. Carretero","orcid":"https://orcid.org/0000-0002-2469-3417"},"institutions":[{"id":"https://openalex.org/I4210098027","display_name":"Hospital Universitario de Gran Canaria Doctor Negr\u00edn","ror":"https://ror.org/00s4vhs88","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210098027"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Gregorio Carretero","raw_affiliation_strings":["Department of Dermatology, Hospital Universitario de Gran Canaria Doctor Negr\u00edn, Barranco de la Ballena, s/n, 35010 Las Palmas de Gran Canaria, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Dermatology, Hospital Universitario de Gran Canaria Doctor Negr\u00edn, Barranco de la Ballena, s/n, 35010 Las Palmas de Gran Canaria, Spain","institution_ids":["https://openalex.org/I4210098027"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103902795","display_name":"Javier Aranda Hern\u00e1ndez","orcid":null},"institutions":[{"id":"https://openalex.org/I2799299272","display_name":"Hospital Universitario Insular de Gran Canaria","ror":"https://ror.org/04cbm7s05","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I2799299272","https://openalex.org/I4210120310"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier A. Hernandez","raw_affiliation_strings":["Department of Dermatology, Complejo Hospitalario Universitario Insular-Materno Infantil, Avenida Maritima del Sur, s/n, 35016 Las Palmas de Gran Canaria, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Dermatology, Complejo Hospitalario Universitario Insular-Materno Infantil, Avenida Maritima del Sur, s/n, 35016 Las Palmas de Gran Canaria, Spain","institution_ids":["https://openalex.org/I2799299272"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037084402","display_name":"Gustavo M. Callic\u00f3","orcid":"https://orcid.org/0000-0002-3784-5504"},"institutions":[{"id":"https://openalex.org/I119635470","display_name":"Universidad de Las Palmas de Gran Canaria","ror":"https://ror.org/01teme464","country_code":"ES","type":"education","lineage":["https://openalex.org/I119635470"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Gustavo M. Callico","raw_affiliation_strings":["Research Institute for Applied Microelectronics (IUMA), University of Las Palmas de Gran Canaria (ULPGC), 35001 Las Palmas de Gran Canaria, Spain"],"raw_orcid":"https://orcid.org/0000-0002-3784-5504","affiliations":[{"raw_affiliation_string":"Research Institute for Applied Microelectronics (IUMA), University of Las Palmas de Gran Canaria (ULPGC), 35001 Las Palmas de Gran Canaria, Spain","institution_ids":["https://openalex.org/I119635470"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089394950","display_name":"Francesco Leporati","orcid":"https://orcid.org/0000-0003-2901-4935"},"institutions":[{"id":"https://openalex.org/I25217355","display_name":"University of Pavia","ror":"https://ror.org/00s6t1f81","country_code":"IT","type":"education","lineage":["https://openalex.org/I25217355"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Leporati","raw_affiliation_strings":["Department of Electrical, Computer and Biomedical Engineering, University of Pavia, 27100 Pavia, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical, Computer and Biomedical Engineering, University of Pavia, 27100 Pavia, Italy","institution_ids":["https://openalex.org/I25217355"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5036097895"],"corresponding_institution_ids":["https://openalex.org/I25217355"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":1.4355,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.83881793,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"22","issue":"19","first_page":"7139","last_page":"7139"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9995999932289124,"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":0.9995999932289124,"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/T11013","display_name":"Skin Protection and Aging","score":0.9868999719619751,"subfield":{"id":"https://openalex.org/subfields/2708","display_name":"Dermatology"},"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":0.9817000031471252,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.9017674922943115},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6803331971168518},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6522256135940552},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5654489398002625},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.54712975025177},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5452509522438049},{"id":"https://openalex.org/keywords/thresholding","display_name":"Thresholding","score":0.5370027422904968},{"id":"https://openalex.org/keywords/skin-cancer","display_name":"Skin cancer","score":0.48814091086387634},{"id":"https://openalex.org/keywords/rgb-color-model","display_name":"RGB color model","score":0.4756193459033966},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.41558754444122314},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.2032778263092041},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.1736111342906952},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.15896695852279663}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.9017674922943115},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6803331971168518},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6522256135940552},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5654489398002625},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.54712975025177},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5452509522438049},{"id":"https://openalex.org/C191178318","wikidata":"https://www.wikidata.org/wiki/Q2256906","display_name":"Thresholding","level":3,"score":0.5370027422904968},{"id":"https://openalex.org/C2777789703","wikidata":"https://www.wikidata.org/wiki/Q192102","display_name":"Skin cancer","level":3,"score":0.48814091086387634},{"id":"https://openalex.org/C82990744","wikidata":"https://www.wikidata.org/wiki/Q166194","display_name":"RGB color model","level":2,"score":0.4756193459033966},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.41558754444122314},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.2032778263092041},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.1736111342906952},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.15896695852279663},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008543","descriptor_name":"Melanins","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008543","descriptor_name":"Melanins","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008543","descriptor_name":"Melanins","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012878","descriptor_name":"Skin Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012878","descriptor_name":"Skin Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012878","descriptor_name":"Skin Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012878","descriptor_name":"Skin Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D012878","descriptor_name":"Skin Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D012878","descriptor_name":"Skin Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D046169","descriptor_name":"Dermoscopy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D046169","descriptor_name":"Dermoscopy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D046169","descriptor_name":"Dermoscopy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":6,"locations":[{"id":"doi:10.3390/s22197139","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22197139","pdf_url":"https://www.mdpi.com/1424-8220/22/19/7139/pdf?version=1663749892","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},{"id":"pmid:36236240","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36236240","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:29cef25421c34983b8b190a74d80bdf9","is_oa":true,"landing_page_url":"https://doaj.org/article/29cef25421c34983b8b190a74d80bdf9","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":"Sensors, Vol 22, Iss 19, p 7139 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/22/19/7139/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s22197139","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 22; Issue 19; Pages: 7139","raw_type":"Text"},{"id":"pmh:oai:nofima.brage.unit.no:11250/3046113","is_oa":true,"landing_page_url":"https://hdl.handle.net/11250/3046113","pdf_url":null,"source":{"id":"https://openalex.org/S4306401716","display_name":"Duo Research Archive (University of Oslo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184942183","host_organization_name":"University of Oslo","host_organization_lineage":["https://openalex.org/I184942183"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"0","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9571453","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9571453","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s22197139","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22197139","pdf_url":"https://www.mdpi.com/1424-8220/22/19/7139/pdf?version=1663749892","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.6100000143051147,"id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G3278366629","display_name":null,"funder_award_id":"FJC2020-043474-I","funder_id":"https://openalex.org/F4320324671","funder_display_name":"Agencia Canaria de Investigaci\u00f3n, Innovaci\u00f3n y Sociedad de la Informaci\u00f3n"},{"id":"https://openalex.org/G7573920647","display_name":null,"funder_award_id":"POC 2014-2020","funder_id":"https://openalex.org/F4320338080","funder_display_name":"European Social Fund"},{"id":"https://openalex.org/G7983248237","display_name":null,"funder_award_id":"POC 2014-2020","funder_id":"https://openalex.org/F4320324671","funder_display_name":"Agencia Canaria de Investigaci\u00f3n, Innovaci\u00f3n y Sociedad de la Informaci\u00f3n"},{"id":"https://openalex.org/G8029910206","display_name":null,"funder_award_id":"PID2020-116417RB-C42","funder_id":"https://openalex.org/F4320324671","funder_display_name":"Agencia Canaria de Investigaci\u00f3n, Innovaci\u00f3n y Sociedad de la Informaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320324671","display_name":"Agencia Canaria de Investigaci\u00f3n, Innovaci\u00f3n y Sociedad de la Informaci\u00f3n","ror":"https://ror.org/01eeqch44"},{"id":"https://openalex.org/F4320338080","display_name":"European Social Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4297004507.pdf"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1988386267","https://openalex.org/W2044186217","https://openalex.org/W2091695913","https://openalex.org/W2108598243","https://openalex.org/W2149933564","https://openalex.org/W2194775991","https://openalex.org/W2581082771","https://openalex.org/W2787894218","https://openalex.org/W2788240402","https://openalex.org/W2891858760","https://openalex.org/W2895763047","https://openalex.org/W2954996726","https://openalex.org/W2956154093","https://openalex.org/W2964309882","https://openalex.org/W2986081496","https://openalex.org/W2996290406","https://openalex.org/W2998401461","https://openalex.org/W2998441646","https://openalex.org/W2999096879","https://openalex.org/W3007758975","https://openalex.org/W3030464300","https://openalex.org/W3086576952","https://openalex.org/W3097337942","https://openalex.org/W3104739447","https://openalex.org/W3107358227","https://openalex.org/W3120891898","https://openalex.org/W3124870508","https://openalex.org/W3126486816","https://openalex.org/W3129383910","https://openalex.org/W3147142721","https://openalex.org/W3156011032","https://openalex.org/W3163868355","https://openalex.org/W3165685657","https://openalex.org/W3176923149","https://openalex.org/W3184953942","https://openalex.org/W3190790668","https://openalex.org/W3196396697","https://openalex.org/W4206161246","https://openalex.org/W4206841660","https://openalex.org/W6639824700"],"related_works":["https://openalex.org/W2072166414","https://openalex.org/W3209970181","https://openalex.org/W2060875994","https://openalex.org/W3034375524","https://openalex.org/W4230131218","https://openalex.org/W2404757046","https://openalex.org/W2044184146","https://openalex.org/W2070598848","https://openalex.org/W2019190440","https://openalex.org/W3034864990"],"abstract_inverted_index":{"Cancer":[0],"originates":[1],"from":[2],"the":[3,23,43,104,112,148,185,189,193],"uncontrolled":[4],"growth":[5],"of":[6,25,42],"healthy":[7],"cells":[8],"into":[9,27,38],"a":[10,67,81,86],"mass.":[11],"Chromophores,":[12],"such":[13],"as":[14],"hemoglobin":[15],"and":[16,35,58,61,101,110,120,137,143,169],"melanin,":[17],"characterize":[18],"skin":[19,77,167],"spectral":[20],"properties,":[21],"allowing":[22],"classification":[24,122,142,154],"lesions":[26,187],"different":[28],"etiologies.":[29],"Hyperspectral":[30],"imaging":[31],"systems":[32],"gather":[33],"skin-reflected":[34],"transmitted":[36],"light":[37],"several":[39],"wavelength":[40],"ranges":[41],"electromagnetic":[44],"spectrum,":[45],"enabling":[46],"potential":[47],"skin-lesion":[48],"differentiation":[49],"through":[50],"machine":[51],"learning":[52],"algorithms.":[53],"Challenged":[54],"by":[55,96],"data":[56,97,129,203],"availability":[57],"tiny":[59],"inter":[60],"intra-tumoral":[62],"variability,":[63],"here":[64],"we":[65,165,198],"introduce":[66],"pipeline":[68],"based":[69],"on":[70],"deep":[71],"neural":[72],"networks":[73],"to":[74,108,126,183],"diagnose":[75,127,200],"hyperspectral":[76,128,201],"cancer":[78],"images,":[79],"targeting":[80],"handheld":[82],"device":[83],"equipped":[84],"with":[85,159,188],"low-power":[87],"graphical":[88],"processing":[89],"unit":[90],"for":[91,140,147],"routine":[92],"clinical":[93],"testing.":[94],"Enhanced":[95],"augmentation,":[98],"transfer":[99],"learning,":[100],"hyperparameter":[102],"tuning,":[103],"proposed":[105],"architectures":[106],"aim":[107],"meet":[109],"improve":[111],"well-known":[113],"dermatologist-level":[114],"detection":[115],"performances":[116],"concerning":[117],"both":[118],"benign-malignant":[119,141],"multiclass":[121,149],"tasks,":[123],"being":[124],"able":[125],"considering":[130],"real-time":[131,205],"constraints.":[132,206],"Experiments":[133],"show":[134],"87%":[135],"sensitivity":[136],"88%":[138],"specificity":[139,144],"above":[145,157],"80%":[146],"scenario.":[150],"AUC":[151],"measurements":[152],"suggest":[153],"performance":[155],"improvement":[156],"90%":[158],"adequate":[160],"thresholding.":[161],"Concerning":[162],"binary":[163],"segmentation,":[164],"measured":[166],"DICE":[168],"IOU":[170],"higher":[171],"than":[172],"90%.":[173],"We":[174],"estimated":[175],"1.21":[176],"s,":[177],"at":[178],"most,":[179],"consuming":[180],"5":[181],"Watts":[182],"segment":[184],"epidermal":[186,202],"U-Net++":[190],"architecture,":[191],"meeting":[192],"imposed":[194],"time":[195],"limit.":[196],"Hence,":[197],"can":[199],"assuming":[204]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":3}],"updated_date":"2026-05-22T06:13:13.366637","created_date":"2025-10-10T00:00:00"}