{"id":"https://openalex.org/W4224996830","doi":"https://doi.org/10.1109/isbi52829.2022.9761525","title":"On The Impact of Self-Supervised Learning in Skin Cancer Diagnosis","display_name":"On The Impact of Self-Supervised Learning in Skin Cancer Diagnosis","publication_year":2022,"publication_date":"2022-03-28","ids":{"openalex":"https://openalex.org/W4224996830","doi":"https://doi.org/10.1109/isbi52829.2022.9761525"},"language":"en","primary_location":{"id":"doi:10.1109/isbi52829.2022.9761525","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi52829.2022.9761525","pdf_url":null,"source":{"id":"https://openalex.org/S4363605129","display_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5072959291","display_name":"M. Rita Verdelho","orcid":"https://orcid.org/0000-0002-1407-8322"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Maria Rita Verdelho","raw_affiliation_strings":["Instituto Superior Técnico,Institute for Systems and Robotics,Lisboa,Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Superior Técnico,Institute for Systems and Robotics,Lisboa,Portugal","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018897159","display_name":"Catarina Barata","orcid":"https://orcid.org/0000-0002-2852-7723"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Catarina Barata","raw_affiliation_strings":["Instituto Superior Técnico,Institute for Systems and Robotics,Lisboa,Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Superior Técnico,Institute for Systems and Robotics,Lisboa,Portugal","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.0114,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.92038835,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9998999834060669,"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":0.9998999834060669,"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":0.996399998664856,"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/T11569","display_name":"Optical Coherence Tomography Applications","score":0.9884999990463257,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8190014362335205},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6810383796691895},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6156923174858093},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.587674617767334},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.575839102268219},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5196734070777893},{"id":"https://openalex.org/keywords/labeled-data","display_name":"Labeled data","score":0.49832820892333984},{"id":"https://openalex.org/keywords/supervised-learning","display_name":"Supervised learning","score":0.4815385937690735},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4473513662815094},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.4127804934978485},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33053576946258545}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8190014362335205},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6810383796691895},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6156923174858093},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.587674617767334},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.575839102268219},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5196734070777893},{"id":"https://openalex.org/C2776145971","wikidata":"https://www.wikidata.org/wiki/Q30673951","display_name":"Labeled data","level":2,"score":0.49832820892333984},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.4815385937690735},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4473513662815094},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.4127804934978485},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33053576946258545},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi52829.2022.9761525","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi52829.2022.9761525","pdf_url":null,"source":{"id":"https://openalex.org/S4363605129","display_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1534426948","https://openalex.org/W2194775991","https://openalex.org/W2616247523","https://openalex.org/W2785325870","https://openalex.org/W2794825826","https://openalex.org/W2949296127","https://openalex.org/W2962824366","https://openalex.org/W2963863924","https://openalex.org/W2963946669","https://openalex.org/W2964416181","https://openalex.org/W2964744899","https://openalex.org/W2966905935","https://openalex.org/W3005680577","https://openalex.org/W3027915297","https://openalex.org/W3099805903","https://openalex.org/W3102564565","https://openalex.org/W3102785203","https://openalex.org/W4287117688","https://openalex.org/W6747899497","https://openalex.org/W6766394743","https://openalex.org/W6774314701","https://openalex.org/W6796348814"],"related_works":["https://openalex.org/W4377865163","https://openalex.org/W3193857078","https://openalex.org/W2888956734","https://openalex.org/W3000197790","https://openalex.org/W4315865067","https://openalex.org/W2979433843","https://openalex.org/W3208304128","https://openalex.org/W4312364074","https://openalex.org/W3170999895","https://openalex.org/W4389374014"],"abstract_inverted_index":{"Deep":[0],"neural":[1],"networks":[2],"(DNNs)":[3],"are":[4],"the":[5,40,69,77,83,93,116,123],"standard":[6],"approach":[7],"for":[8],"image":[9],"classification.":[10],"However,":[11,82],"they":[12],"require":[13],"a":[14,26,56,89],"large":[15],"amount":[16],"of":[17,79,92,95,118,125],"data":[18,24,66],"and":[19,111,136],"corresponding":[20],"annotations.":[21],"Collecting":[22],"medical":[23],"is":[25,35,99],"difficult":[27],"task,":[28],"due":[29],"to":[30,38,58,67,122],"privacy":[31],"restrictions.":[32],"Moreover,":[33,88],"it":[34,63],"even":[36],"harder":[37],"obtain":[39],"clinical":[41],"labels,":[42],"since":[43,62],"these":[44,132],"must":[45],"be":[46],"provided":[47],"by":[48],"specialists.":[49],"Self-supervised":[50],"learning":[51,121],"(SSL)":[52],"has":[53,73],"emerged":[54],"as":[55],"possibility":[57],"overcome":[59],"this":[60,103],"issue,":[61],"uses":[64],"non-annotated":[65],"pre-train":[68],"DNN.":[70],"Recently":[71],"SSL":[72,97,108],"been":[74],"applied":[75],"in":[76],"context":[78],"skin":[80],"cancer.":[81],"results":[84,114],"were":[85],"not":[86],"conclusive.":[87],"proper":[90],"analysis":[91],"impact":[94],"different":[96,135],"approaches":[98,133],"still":[100],"missing.":[101],"In":[102],"paper":[104],"we":[105,129],"investigate":[106],"two":[107],"approaches:":[109],"Rotation":[110],"SimCLR.":[112],"Our":[113],"highlight":[115],"benefits":[117],"applying":[119],"self-supervised":[120],"classification":[124],"dermoscopy":[126],"images.":[127],"Additionally,":[128],"demonstrate":[130],"that":[131],"learn":[134],"complementary":[137],"features.":[138]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}