{"id":"https://openalex.org/W4386328490","doi":"https://doi.org/10.1007/s11042-023-16529-w","title":"Fine-tuning pre-trained neural networks for medical image classification in small clinical datasets","display_name":"Fine-tuning pre-trained neural networks for medical image classification in small clinical datasets","publication_year":2023,"publication_date":"2023-08-31","ids":{"openalex":"https://openalex.org/W4386328490","doi":"https://doi.org/10.1007/s11042-023-16529-w"},"language":"en","primary_location":{"id":"doi:10.1007/s11042-023-16529-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-023-16529-w","pdf_url":null,"source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/s11042-023-16529-w","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091871203","display_name":"Newton Spola\u00f4r","orcid":"https://orcid.org/0000-0003-0748-3693"},"institutions":[{"id":"https://openalex.org/I193876067","display_name":"Universidade Estadual do Oeste do Paran\u00e1","ror":"https://ror.org/05ne20t07","country_code":"BR","type":"education","lineage":["https://openalex.org/I193876067"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Newton Spola\u00f4r","raw_affiliation_strings":["Laboratory of Bioinformatics, Western Paran\u00e1 State University (UNIOESTE), Presidente Tancredo Neves Avenue 6731, Foz do Igua\u00e7u, 85867-900, Paran\u00e1, Brazil"],"raw_orcid":"https://orcid.org/0000-0003-0748-3693","affiliations":[{"raw_affiliation_string":"Laboratory of Bioinformatics, Western Paran\u00e1 State University (UNIOESTE), Presidente Tancredo Neves Avenue 6731, Foz do Igua\u00e7u, 85867-900, Paran\u00e1, Brazil","institution_ids":["https://openalex.org/I193876067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043664053","display_name":"Huei Lee","orcid":"https://orcid.org/0000-0002-2189-1047"},"institutions":[{"id":"https://openalex.org/I193876067","display_name":"Universidade Estadual do Oeste do Paran\u00e1","ror":"https://ror.org/05ne20t07","country_code":"BR","type":"education","lineage":["https://openalex.org/I193876067"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Huei Diana Lee","raw_affiliation_strings":["Laboratory of Bioinformatics, Western Paran\u00e1 State University (UNIOESTE), Presidente Tancredo Neves Avenue 6731, Foz do Igua\u00e7u, 85867-900, Paran\u00e1, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Bioinformatics, Western Paran\u00e1 State University (UNIOESTE), Presidente Tancredo Neves Avenue 6731, Foz do Igua\u00e7u, 85867-900, Paran\u00e1, Brazil","institution_ids":["https://openalex.org/I193876067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038067793","display_name":"Ana Isabel Mendes","orcid":"https://orcid.org/0000-0002-4161-6130"},"institutions":[{"id":"https://openalex.org/I169427155","display_name":"Instituto Polit\u00e9cnico de Leiria","ror":"https://ror.org/010dvvh94","country_code":"PT","type":"education","lineage":["https://openalex.org/I169427155"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Ana Isabel Mendes","raw_affiliation_strings":["Polytechnic Institute of Leiria, General Norton de Matos Street, 4133, Leiria, 2411-901, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Polytechnic Institute of Leiria, General Norton de Matos Street, 4133, Leiria, 2411-901, Portugal","institution_ids":["https://openalex.org/I169427155"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002473267","display_name":"Concei\u00e7\u00e3o Nogueira","orcid":"https://orcid.org/0000-0002-9269-2221"},"institutions":[{"id":"https://openalex.org/I169427155","display_name":"Instituto Polit\u00e9cnico de Leiria","ror":"https://ror.org/010dvvh94","country_code":"PT","type":"education","lineage":["https://openalex.org/I169427155"]},{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Concei\u00e7\u00e3o Veloso Nogueira","raw_affiliation_strings":["Center of Mathematics, University of Minho, Braga, Portugal","Polytechnic Institute of Leiria, General Norton de Matos Street, 4133, Leiria, 2411-901, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center of Mathematics, University of Minho, Braga, Portugal","institution_ids":["https://openalex.org/I99682543"]},{"raw_affiliation_string":"Polytechnic Institute of Leiria, General Norton de Matos Street, 4133, Leiria, 2411-901, Portugal","institution_ids":["https://openalex.org/I169427155"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035974739","display_name":"Antonio Rafael Sabino Parmezan","orcid":"https://orcid.org/0000-0002-1725-132X"},"institutions":[{"id":"https://openalex.org/I193876067","display_name":"Universidade Estadual do Oeste do Paran\u00e1","ror":"https://ror.org/05ne20t07","country_code":"BR","type":"education","lineage":["https://openalex.org/I193876067"]},{"id":"https://openalex.org/I4210086947","display_name":"Institute of Physics","ror":"https://ror.org/000sfad56","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210086947","https://openalex.org/I99542240"]},{"id":"https://openalex.org/I4210092357","display_name":"Institute of Mathematics and Computer Science","ror":"https://ror.org/00fy4at53","country_code":"MD","type":"facility","lineage":["https://openalex.org/I112090838","https://openalex.org/I4210092357"]}],"countries":["BR","MD","PL"],"is_corresponding":false,"raw_author_name":"Antonio Rafael Sabino Parmezan","raw_affiliation_strings":["Laboratory of Bioinformatics, Western Paran\u00e1 State University (UNIOESTE), Presidente Tancredo Neves Avenue 6731, Foz do Igua\u00e7u, 85867-900, Paran\u00e1, Brazil","Laboratory of Computational Intelligence, Institute of Mathematics and Computer Science, University of S\u00e3o Paulo (USP), S\u00e3o Carlos, S\u00e3o Paulo, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Bioinformatics, Western Paran\u00e1 State University (UNIOESTE), Presidente Tancredo Neves Avenue 6731, Foz do Igua\u00e7u, 85867-900, Paran\u00e1, Brazil","institution_ids":["https://openalex.org/I193876067"]},{"raw_affiliation_string":"Laboratory of Computational Intelligence, Institute of Mathematics and Computer Science, University of S\u00e3o Paulo (USP), S\u00e3o Carlos, S\u00e3o Paulo, Brazil","institution_ids":["https://openalex.org/I4210092357","https://openalex.org/I4210086947"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111490261","display_name":"Weber Shoity Resende Takaki","orcid":null},"institutions":[{"id":"https://openalex.org/I193876067","display_name":"Universidade Estadual do Oeste do Paran\u00e1","ror":"https://ror.org/05ne20t07","country_code":"BR","type":"education","lineage":["https://openalex.org/I193876067"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Weber Shoity Resende Takaki","raw_affiliation_strings":["Laboratory of Bioinformatics, Western Paran\u00e1 State University (UNIOESTE), Presidente Tancredo Neves Avenue 6731, Foz do Igua\u00e7u, 85867-900, Paran\u00e1, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Bioinformatics, Western Paran\u00e1 State University (UNIOESTE), Presidente Tancredo Neves Avenue 6731, Foz do Igua\u00e7u, 85867-900, Paran\u00e1, Brazil","institution_ids":["https://openalex.org/I193876067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079461444","display_name":"Cl\u00e1udio Saddy Rodrigues Coy","orcid":"https://orcid.org/0000-0002-0916-4138"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Claudio Saddy Rodrigues Coy","raw_affiliation_strings":["Service of Coloproctology, Faculty of Medical Sciences, University of Campinas, Campinas, S\u00e3o Paulo, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Service of Coloproctology, Faculty of Medical Sciences, University of Campinas, Campinas, S\u00e3o Paulo, Brazil","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102828700","display_name":"Feng Chung Wu","orcid":"https://orcid.org/0000-0001-6032-9260"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]},{"id":"https://openalex.org/I193876067","display_name":"Universidade Estadual do Oeste do Paran\u00e1","ror":"https://ror.org/05ne20t07","country_code":"BR","type":"education","lineage":["https://openalex.org/I193876067"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Feng Chung Wu","raw_affiliation_strings":["Laboratory of Bioinformatics, Western Paran\u00e1 State University (UNIOESTE), Presidente Tancredo Neves Avenue 6731, Foz do Igua\u00e7u, 85867-900, Paran\u00e1, Brazil","Service of Coloproctology, Faculty of Medical Sciences, University of Campinas, Campinas, S\u00e3o Paulo, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Bioinformatics, Western Paran\u00e1 State University (UNIOESTE), Presidente Tancredo Neves Avenue 6731, Foz do Igua\u00e7u, 85867-900, Paran\u00e1, Brazil","institution_ids":["https://openalex.org/I193876067"]},{"raw_affiliation_string":"Service of Coloproctology, Faculty of Medical Sciences, University of Campinas, Campinas, S\u00e3o Paulo, Brazil","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038906447","display_name":"Rui Fonseca-Pinto","orcid":"https://orcid.org/0000-0001-6774-5363"},"institutions":[{"id":"https://openalex.org/I169427155","display_name":"Instituto Polit\u00e9cnico de Leiria","ror":"https://ror.org/010dvvh94","country_code":"PT","type":"education","lineage":["https://openalex.org/I169427155"]},{"id":"https://openalex.org/I4210120471","display_name":"Instituto de Telecomunica\u00e7\u00f5es","ror":"https://ror.org/02ht4fk33","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210120471"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Rui Fonseca-Pinto","raw_affiliation_strings":["CiTechCare - Center for Innovative Care and Health Technology, Polytechnic Institute of Leiria, Leiria, Portugal","IT - Instituto de Telecomunica\u00e7\u00f5es - Leiria, Leiria, Portugal","Polytechnic Institute of Leiria, General Norton de Matos Street, 4133, Leiria, 2411-901, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CiTechCare - Center for Innovative Care and Health Technology, Polytechnic Institute of Leiria, Leiria, Portugal","institution_ids":["https://openalex.org/I169427155"]},{"raw_affiliation_string":"IT - Instituto de Telecomunica\u00e7\u00f5es - Leiria, Leiria, Portugal","institution_ids":["https://openalex.org/I4210120471"]},{"raw_affiliation_string":"Polytechnic Institute of Leiria, General Norton de Matos Street, 4133, Leiria, 2411-901, Portugal","institution_ids":["https://openalex.org/I169427155"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5091871203"],"corresponding_institution_ids":["https://openalex.org/I193876067"],"apc_list":null,"apc_paid":null,"fwci":7.459,"has_fulltext":true,"cited_by_count":36,"citation_normalized_percentile":{"value":0.97644516,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"83","issue":"9","first_page":"27305","last_page":"27329"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9997000098228455,"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":0.9997000098228455,"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/T12796","display_name":"Dermatological and COVID-19 studies","score":0.9882000088691711,"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":0.9742000102996826,"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/computer-science","display_name":"Computer science","score":0.8846877813339233},{"id":"https://openalex.org/keywords/overfitting","display_name":"Overfitting","score":0.874394953250885},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.714863657951355},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7026336789131165},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6665652394294739},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5862994194030762},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5292215943336487},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.49757125973701477},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.48759928345680237},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.46772825717926025},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.40562599897384644},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.40430232882499695}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8846877813339233},{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.874394953250885},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.714863657951355},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7026336789131165},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6665652394294739},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5862994194030762},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5292215943336487},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.49757125973701477},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.48759928345680237},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.46772825717926025},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.40562599897384644},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.40430232882499695},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s11042-023-16529-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-023-16529-w","pdf_url":null,"source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"},{"id":"pmh:oai:iconline.ipleiria.pt:10400.8/9194","is_oa":true,"landing_page_url":"http://hdl.handle.net/10400.8/9194","pdf_url":"https://iconline.ipleiria.pt/bitstream/10400.8/9194/1/s11042-023-16529-w.pdf","source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"journal article"}],"best_oa_location":{"id":"doi:10.1007/s11042-023-16529-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-023-16529-w","pdf_url":null,"source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5283896393","display_name":null,"funder_award_id":"142050/2019-9","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G5461437279","display_name":null,"funder_award_id":"028/2019","funder_id":"https://openalex.org/F4320322772","funder_display_name":"Funda\u00e7\u00e3o Arauc\u00e1ria"}],"funders":[{"id":"https://openalex.org/F4320322025","display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","ror":"https://ror.org/03swz6y49"},{"id":"https://openalex.org/F4320322772","display_name":"Funda\u00e7\u00e3o Arauc\u00e1ria","ror":"https://ror.org/02r7nkw81"},{"id":"https://openalex.org/F4320334779","display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","ror":"https://ror.org/00snfqn58"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":68,"referenced_works":["https://openalex.org/W188057331","https://openalex.org/W196470127","https://openalex.org/W1570448133","https://openalex.org/W1580630394","https://openalex.org/W1982304064","https://openalex.org/W1992455269","https://openalex.org/W1997435908","https://openalex.org/W2031589225","https://openalex.org/W2034180248","https://openalex.org/W2061576204","https://openalex.org/W2104636679","https://openalex.org/W2165698076","https://openalex.org/W2194775991","https://openalex.org/W2197223281","https://openalex.org/W2208082845","https://openalex.org/W2328398504","https://openalex.org/W2345196708","https://openalex.org/W2415325494","https://openalex.org/W2500897438","https://openalex.org/W2506769346","https://openalex.org/W2531684684","https://openalex.org/W2551012455","https://openalex.org/W2564782580","https://openalex.org/W2600498929","https://openalex.org/W2612254140","https://openalex.org/W2756770081","https://openalex.org/W2770933201","https://openalex.org/W2778722845","https://openalex.org/W2783710041","https://openalex.org/W2808402757","https://openalex.org/W2884821113","https://openalex.org/W2886930894","https://openalex.org/W2904008038","https://openalex.org/W2904218366","https://openalex.org/W2911818805","https://openalex.org/W2935849356","https://openalex.org/W2949296127","https://openalex.org/W2963354396","https://openalex.org/W2963446712","https://openalex.org/W2965191493","https://openalex.org/W2972255615","https://openalex.org/W2973136425","https://openalex.org/W2986445670","https://openalex.org/W2988779632","https://openalex.org/W2998697825","https://openalex.org/W3017243633","https://openalex.org/W3024889886","https://openalex.org/W3034988872","https://openalex.org/W3048126454","https://openalex.org/W3086462707","https://openalex.org/W3114052947","https://openalex.org/W3158307528","https://openalex.org/W3191417718","https://openalex.org/W3204604741","https://openalex.org/W3208002538","https://openalex.org/W3215045605","https://openalex.org/W4206793754","https://openalex.org/W4213428176","https://openalex.org/W4220994654","https://openalex.org/W4229446653","https://openalex.org/W4248709831","https://openalex.org/W4287891158","https://openalex.org/W4293030607","https://openalex.org/W4304693539","https://openalex.org/W4311300306","https://openalex.org/W4362665647","https://openalex.org/W4364381156","https://openalex.org/W6600041127"],"related_works":["https://openalex.org/W3099765033","https://openalex.org/W4226493464","https://openalex.org/W4390929683","https://openalex.org/W3133861977","https://openalex.org/W3183901164","https://openalex.org/W4206357785","https://openalex.org/W4281381188","https://openalex.org/W2951211570","https://openalex.org/W3192840557","https://openalex.org/W3103566983"],"abstract_inverted_index":{"Convolutional":[0],"neural":[1],"networks":[2,85],"have":[3],"been":[4,41],"effective":[5,147],"in":[6,15,50,62,73,95,122,136,164,182,186],"several":[7],"applications,":[8],"arising":[9],"as":[10],"a":[11,16,54,152,187],"promising":[12],"supporting":[13],"tool":[14],"relevant":[17],"Dermatology":[18],"problem:":[19],"skin":[20],"cancer":[21],"diagnosis.":[22],"However,":[23],"generalizing":[24],"well":[25],"can":[26,91,145],"be":[27,92,146],"difficult":[28],"when":[29],"little":[30],"training":[31],"data":[32,61,97],"is":[33,168],"available.":[34],"The":[35,166],"fine-tuning":[36,80],"transfer":[37],"learning":[38,109,144],"strategy":[39],"has":[40,150],"employed":[42,93],"to":[43,59,99,160],"differentiate":[44,163],"properly":[45],"malignant":[46,155],"from":[47],"non-malignant":[48,157],"lesions":[49],"dermoscopic":[51,130],"images.":[52,131],"Fine-tuning":[53],"pre-trained":[55],"network":[56],"allows":[57],"one":[58,149],"classify":[60],"the":[63,106,108,112,120,197],"target":[64],"domain,":[65],"occasionally":[66],"with":[67,126,190,196],"few":[68,153],"images,":[69],"using":[70],"knowledge":[71],"acquired":[72],"another":[74],"domain.":[75],"This":[76],"work":[77],"proposes":[78],"eight":[79],"settings":[81,121],"based":[82],"on":[83,88,105],"convolutional":[84],"previously":[86],"trained":[87],"ImageNet":[89],"that":[90,142],"mainly":[94],"limited":[96],"samples":[98],"reduce":[100],"overfitting":[101],"risk.":[102],"They":[103],"differ":[104],"architecture,":[107],"rate":[110],"and":[111,128,156,162,171],"number":[113],"of":[114],"unfrozen":[115],"layer":[116],"blocks.":[117],"We":[118],"evaluated":[119],"two":[123],"public":[124],"datasets":[125],"104":[127],"200":[129],"By":[132],"finding":[133],"competitive":[134],"configurations":[135],"small":[137],"datasets,":[138],"this":[139],"paper":[140],"illustrates":[141],"deep":[143],"if":[148],"only":[151],"dozen":[154],"lesion":[158],"images":[159,194],"study":[161],"Dermatology.":[165],"proposal":[167],"also":[169],"flexible":[170],"potentially":[172],"useful":[173],"for":[174],"other":[175],"domains.":[176],"In":[177],"fact,":[178],"it":[179],"performed":[180],"satisfactorily":[181],"an":[183],"assessment":[184],"conducted":[185],"larger":[188],"dataset":[189],"746":[191],"computerized":[192],"tomographic":[193],"associated":[195],"coronavirus":[198],"disease.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":14}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}
