{"id":"https://openalex.org/W4416309795","doi":"https://doi.org/10.1007/978-3-032-08455-2_8","title":"Advancing Dermatology Diagnostics with\u00a0Vision Transformers for\u00a0Binary Skin Lesion Classification","display_name":"Advancing Dermatology Diagnostics with\u00a0Vision Transformers for\u00a0Binary Skin Lesion Classification","publication_year":2025,"publication_date":"2025-11-18","ids":{"openalex":"https://openalex.org/W4416309795","doi":"https://doi.org/10.1007/978-3-032-08455-2_8"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-08455-2_8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-08455-2_8","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5025990181","display_name":"Magdalini Kreouzi","orcid":"https://orcid.org/0000-0002-4029-2605"},"institutions":[{"id":"https://openalex.org/I4210132086","display_name":"Simanogleio-Amalia Fleming General Hospital","ror":"https://ror.org/03tkfgy13","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I4210132086"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Magdalini Kreouzi","raw_affiliation_strings":["Department of Internal Medicine and 65+ Clinic, Amalia Fleming General Hospital, 14 25th Martiou Str., 15127, Melissia, Greece"],"raw_orcid":"https://orcid.org/0000-0002-4029-2605","affiliations":[{"raw_affiliation_string":"Department of Internal Medicine and 65+ Clinic, Amalia Fleming General Hospital, 14 25th Martiou Str., 15127, Melissia, Greece","institution_ids":["https://openalex.org/I4210132086"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043533599","display_name":"Nikolaos Theodorakis","orcid":"https://orcid.org/0000-0003-0420-7327"},"institutions":[{"id":"https://openalex.org/I200777214","display_name":"National and Kapodistrian University of Athens","ror":"https://ror.org/04gnjpq42","country_code":"GR","type":"education","lineage":["https://openalex.org/I200777214"]},{"id":"https://openalex.org/I231025917","display_name":"Hellenic Open University","ror":"https://ror.org/02kq26x23","country_code":"GR","type":"education","lineage":["https://openalex.org/I231025917"]},{"id":"https://openalex.org/I4210132086","display_name":"Simanogleio-Amalia Fleming General Hospital","ror":"https://ror.org/03tkfgy13","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I4210132086"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Nikolaos Theodorakis","raw_affiliation_strings":["Department of Cardiology and 65+ Clinic, Amalia Fleming General Hospital, 14 25th Martiou Str., 15127, Melissia, Greece","School of Medicine, National and Kapodistrian University of Athens, 75 Mikras Asias, 11527, Athens, Greece","School of Science and Technology, Hellenic Open University, 18 Aristotelous Str., 26335, Patras, Greece"],"raw_orcid":"https://orcid.org/0000-0003-0420-7327","affiliations":[{"raw_affiliation_string":"Department of Cardiology and 65+ Clinic, Amalia Fleming General Hospital, 14 25th Martiou Str., 15127, Melissia, Greece","institution_ids":["https://openalex.org/I4210132086"]},{"raw_affiliation_string":"School of Medicine, National and Kapodistrian University of Athens, 75 Mikras Asias, 11527, Athens, Greece","institution_ids":["https://openalex.org/I200777214"]},{"raw_affiliation_string":"School of Science and Technology, Hellenic Open University, 18 Aristotelous Str., 26335, Patras, Greece","institution_ids":["https://openalex.org/I231025917"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010771476","display_name":"\u0391\u03b8\u03b1\u03bd\u03ac\u03c3\u03b9\u03bf\u03c2 \u0391\u03bd\u03b1\u03c3\u03c4\u03b1\u03c3\u03af\u03bf\u03c5","orcid":"https://orcid.org/0000-0001-6679-3590"},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Athanasios Anastasiou","raw_affiliation_strings":["Biomedical Engineering Laboratory, National Technical University of Athens, Athens, Greece"],"raw_orcid":"https://orcid.org/0000-0001-6679-3590","affiliations":[{"raw_affiliation_string":"Biomedical Engineering Laboratory, National Technical University of Athens, Athens, Greece","institution_ids":["https://openalex.org/I174458059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093313000","display_name":"Konstantinos Kalodanis","orcid":"https://orcid.org/0000-0003-2456-9261"},"institutions":[{"id":"https://openalex.org/I32762134","display_name":"Harokopio University of Athens","ror":"https://ror.org/02k5gp281","country_code":"GR","type":"education","lineage":["https://openalex.org/I32762134"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Konstantinos Kalodanis","raw_affiliation_strings":["Department of Informatics and Telematics, Harokopio University of Athens, Kallithea, Greece"],"raw_orcid":"https://orcid.org/0000-0003-2456-9261","affiliations":[{"raw_affiliation_string":"Department of Informatics and Telematics, Harokopio University of Athens, Kallithea, Greece","institution_ids":["https://openalex.org/I32762134"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086837749","display_name":"Aikaterini Sakagianni","orcid":"https://orcid.org/0000-0002-3199-9158"},"institutions":[{"id":"https://openalex.org/I2800888565","display_name":"Sismanoglio General Hospital","ror":"https://ror.org/057cm0m66","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I2800888565"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Aikaterini Sakagianni","raw_affiliation_strings":["Intensive Care Unit, Sismanogelio General Hospital, 37 Sismanogleiou Str., 15126, Marousi, Greece"],"raw_orcid":"https://orcid.org/0000-0002-3199-9158","affiliations":[{"raw_affiliation_string":"Intensive Care Unit, Sismanogelio General Hospital, 37 Sismanogleiou Str., 15126, Marousi, Greece","institution_ids":["https://openalex.org/I2800888565"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106474501","display_name":"Effrosyni Bazakidou","orcid":"https://orcid.org/0009-0005-3170-0493"},"institutions":[{"id":"https://openalex.org/I1339471597","display_name":"Humanitas University","ror":"https://ror.org/020dggs04","country_code":"IT","type":"education","lineage":["https://openalex.org/I1339471597"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Effrosyni Bazakidou","raw_affiliation_strings":["Medical School, Humanitas University, Milan, Italy"],"raw_orcid":"https://orcid.org/0009-0005-3170-0493","affiliations":[{"raw_affiliation_string":"Medical School, Humanitas University, Milan, Italy","institution_ids":["https://openalex.org/I1339471597"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107666638","display_name":"Iris Zoe Boufeas","orcid":"https://orcid.org/0009-0003-8149-964X"},"institutions":[{"id":"https://openalex.org/I166337079","display_name":"Queen Mary University of London","ror":"https://ror.org/026zzn846","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I166337079"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Iris Zoe Boufeas","raw_affiliation_strings":["Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK"],"raw_orcid":"https://orcid.org/0009-0003-8149-964X","affiliations":[{"raw_affiliation_string":"Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK","institution_ids":["https://openalex.org/I166337079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004201714","display_name":"George Dimitrakopoulos","orcid":"https://orcid.org/0000-0002-7424-8557"},"institutions":[{"id":"https://openalex.org/I32762134","display_name":"Harokopio University of Athens","ror":"https://ror.org/02k5gp281","country_code":"GR","type":"education","lineage":["https://openalex.org/I32762134"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Georgios Dimitrakopoulos","raw_affiliation_strings":["Department of Informatics and Telematics, Harokopio University of Athens, Kallithea, Greece"],"raw_orcid":"https://orcid.org/0000-0002-7424-8557","affiliations":[{"raw_affiliation_string":"Department of Informatics and Telematics, Harokopio University of Athens, Kallithea, Greece","institution_ids":["https://openalex.org/I32762134"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044959846","display_name":"Konstantina Karathanasopoulou","orcid":"https://orcid.org/0000-0002-3446-6066"},"institutions":[{"id":"https://openalex.org/I32762134","display_name":"Harokopio University of Athens","ror":"https://ror.org/02k5gp281","country_code":"GR","type":"education","lineage":["https://openalex.org/I32762134"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Konstantina Karathanasopoulou","raw_affiliation_strings":["Department of Informatics and Telematics, Harokopio University of Athens, Kallithea, Greece"],"raw_orcid":"https://orcid.org/0000-0002-3446-6066","affiliations":[{"raw_affiliation_string":"Department of Informatics and Telematics, Harokopio University of Athens, Kallithea, Greece","institution_ids":["https://openalex.org/I32762134"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057942644","display_name":"Maria Nikolaou","orcid":"https://orcid.org/0000-0003-2481-5936"},"institutions":[{"id":"https://openalex.org/I4210132086","display_name":"Simanogleio-Amalia Fleming General Hospital","ror":"https://ror.org/03tkfgy13","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I4210132086"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Maria Nikolaou","raw_affiliation_strings":["Department of Cardiology and 65+ Clinic, Amalia Fleming General Hospital, 14 25th Martiou Str., 15127, Melissia, Greece","Department of Internal Medicine and 65+ Clinic, Amalia Fleming General Hospital, 14 25th Martiou Str., 15127, Melissia, Greece"],"raw_orcid":"https://orcid.org/0000-0003-2481-5936","affiliations":[{"raw_affiliation_string":"Department of Cardiology and 65+ Clinic, Amalia Fleming General Hospital, 14 25th Martiou Str., 15127, Melissia, Greece","institution_ids":["https://openalex.org/I4210132086"]},{"raw_affiliation_string":"Department of Internal Medicine and 65+ Clinic, Amalia Fleming General Hospital, 14 25th Martiou Str., 15127, Melissia, Greece","institution_ids":["https://openalex.org/I4210132086"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003484641","display_name":"Georgios Feretzakis","orcid":"https://orcid.org/0000-0002-3597-1187"},"institutions":[{"id":"https://openalex.org/I231025917","display_name":"Hellenic Open University","ror":"https://ror.org/02kq26x23","country_code":"GR","type":"education","lineage":["https://openalex.org/I231025917"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Georgios Feretzakis","raw_affiliation_strings":["School of Science and Technology, Hellenic Open University, 18 Aristotelous Str., 26335, Patras, Greece"],"raw_orcid":"https://orcid.org/0000-0002-3597-1187","affiliations":[{"raw_affiliation_string":"School of Science and Technology, Hellenic Open University, 18 Aristotelous Str., 26335, Patras, Greece","institution_ids":["https://openalex.org/I231025917"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5025990181"],"corresponding_institution_ids":["https://openalex.org/I4210132086"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.73385827,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"91","last_page":"104"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.972000002861023,"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":0.972000002861023,"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":0.009499999694526196,"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/T11448","display_name":"Face recognition and analysis","score":0.0032999999821186066,"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/interpretability","display_name":"Interpretability","score":0.8384000062942505},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.6739000082015991},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6123999953269958},{"id":"https://openalex.org/keywords/skin-lesion","display_name":"Skin lesion","score":0.4959999918937683},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.4803999960422516},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.4722999930381775},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.451200008392334},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.42820000648498535},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.38530001044273376}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8384000062942505},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7840999960899353},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.6739000082015991},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6650000214576721},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6123999953269958},{"id":"https://openalex.org/C2988168687","wikidata":"https://www.wikidata.org/wiki/Q949302","display_name":"Skin lesion","level":2,"score":0.4959999918937683},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.4803999960422516},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.4722999930381775},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.451200008392334},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.42820000648498535},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4081999957561493},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.38530001044273376},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.3370000123977661},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3125999867916107},{"id":"https://openalex.org/C87335442","wikidata":"https://www.wikidata.org/wiki/Q2494345","display_name":"Local binary patterns","level":4,"score":0.30550000071525574},{"id":"https://openalex.org/C16005928","wikidata":"https://www.wikidata.org/wiki/Q171171","display_name":"Dermatology","level":1,"score":0.30169999599456787},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.29420000314712524},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.29120001196861267},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2791000008583069},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.2736999988555908},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.27059999108314514},{"id":"https://openalex.org/C3309909","wikidata":"https://www.wikidata.org/wiki/Q864155","display_name":"Binary decision diagram","level":2,"score":0.2662000060081482},{"id":"https://openalex.org/C2983449737","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Clinical diagnosis","level":2,"score":0.26489999890327454},{"id":"https://openalex.org/C163763905","wikidata":"https://www.wikidata.org/wiki/Q17075943","display_name":"Precision medicine","level":2,"score":0.26429998874664307},{"id":"https://openalex.org/C3020132585","wikidata":"https://www.wikidata.org/wiki/Q2671652","display_name":"Diagnostic accuracy","level":2,"score":0.2500999867916107}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-08455-2_8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-08455-2_8","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2040903658","https://openalex.org/W2165698076","https://openalex.org/W2194775991","https://openalex.org/W2581082771","https://openalex.org/W2962858109","https://openalex.org/W2963446712","https://openalex.org/W2963946669","https://openalex.org/W3204614423","https://openalex.org/W4405107520","https://openalex.org/W4405781647"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-11-18T00:00:00"}