{"id":"https://openalex.org/W3165512488","doi":"https://doi.org/10.1109/isbi48211.2021.9433814","title":"How Do Different Tasks Influence Each Other\u2019s Learning? Case Study In Dermoscopic Images","display_name":"How Do Different Tasks Influence Each Other\u2019s Learning? Case Study In Dermoscopic Images","publication_year":2021,"publication_date":"2021-04-13","ids":{"openalex":"https://openalex.org/W3165512488","doi":"https://doi.org/10.1109/isbi48211.2021.9433814","mag":"3165512488"},"language":"en","primary_location":{"id":"doi:10.1109/isbi48211.2021.9433814","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi48211.2021.9433814","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"article","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/A5037917255","display_name":"Lidia Talavera-Mart\u00ednez","orcid":"https://orcid.org/0000-0002-9255-6342"},"institutions":[{"id":"https://openalex.org/I4210126021","display_name":"Health Research Institute of the Balearic Islands","ror":"https://ror.org/037xbgq12","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210126021"]},{"id":"https://openalex.org/I50441567","display_name":"Universitat de les Illes Balears","ror":"https://ror.org/03e10x626","country_code":"ES","type":"education","lineage":["https://openalex.org/I50441567"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Lidia Talavera-Martinez","raw_affiliation_strings":["Health Research Institute of the Balearic Islands (IdISBa), Palma, Spain","SCOPIA research group, University of the Balearic Islands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Health Research Institute of the Balearic Islands (IdISBa), Palma, Spain","institution_ids":["https://openalex.org/I4210126021"]},{"raw_affiliation_string":"SCOPIA research group, University of the Balearic Islands","institution_ids":["https://openalex.org/I50441567"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019452790","display_name":"Pedro Bibiloni","orcid":"https://orcid.org/0000-0003-1689-9236"},"institutions":[{"id":"https://openalex.org/I4210126021","display_name":"Health Research Institute of the Balearic Islands","ror":"https://ror.org/037xbgq12","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210126021"]},{"id":"https://openalex.org/I50441567","display_name":"Universitat de les Illes Balears","ror":"https://ror.org/03e10x626","country_code":"ES","type":"education","lineage":["https://openalex.org/I50441567"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Pedro Bibiloni","raw_affiliation_strings":["Health Research Institute of the Balearic Islands (IdISBa), Palma, Spain","SCOPIA research group, University of the Balearic Islands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Health Research Institute of the Balearic Islands (IdISBa), Palma, Spain","institution_ids":["https://openalex.org/I4210126021"]},{"raw_affiliation_string":"SCOPIA research group, University of the Balearic Islands","institution_ids":["https://openalex.org/I50441567"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040306427","display_name":"Manuel Gonz\u00e1lez-Hidalgo","orcid":"https://orcid.org/0000-0003-4984-387X"},"institutions":[{"id":"https://openalex.org/I4210126021","display_name":"Health Research Institute of the Balearic Islands","ror":"https://ror.org/037xbgq12","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210126021"]},{"id":"https://openalex.org/I50441567","display_name":"Universitat de les Illes Balears","ror":"https://ror.org/03e10x626","country_code":"ES","type":"education","lineage":["https://openalex.org/I50441567"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Manuel Gonzalez-Hidalgo","raw_affiliation_strings":["Health Research Institute of the Balearic Islands (IdISBa), Palma, Spain","SCOPIA research group, University of the Balearic Islands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Health Research Institute of the Balearic Islands (IdISBa), Palma, Spain","institution_ids":["https://openalex.org/I4210126021"]},{"raw_affiliation_string":"SCOPIA research group, University of the Balearic Islands","institution_ids":["https://openalex.org/I50441567"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0904,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.44784479,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1755","last_page":"1759"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9994999766349792,"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":0.9994999766349792,"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":0.9829999804496765,"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":0.9700000286102295,"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/inpainting","display_name":"Inpainting","score":0.8082714080810547},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7730939388275146},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.752167820930481},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6959496140480042},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6852313876152039},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6544697880744934},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.5296663641929626},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4941695034503937},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4622129797935486},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.43964821100234985},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4218893051147461},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3444957733154297},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09534415602684021}],"concepts":[{"id":"https://openalex.org/C11727466","wikidata":"https://www.wikidata.org/wiki/Q1628157","display_name":"Inpainting","level":3,"score":0.8082714080810547},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7730939388275146},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.752167820930481},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6959496140480042},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6852313876152039},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6544697880744934},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.5296663641929626},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4941695034503937},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4622129797935486},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.43964821100234985},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4218893051147461},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3444957733154297},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09534415602684021},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"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/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi48211.2021.9433814","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi48211.2021.9433814","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.4699999988079071,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1580389772","https://openalex.org/W1987207115","https://openalex.org/W2101807845","https://openalex.org/W2594652617","https://openalex.org/W2602631755","https://openalex.org/W2624871570","https://openalex.org/W2767434619","https://openalex.org/W2797527544","https://openalex.org/W2806879006","https://openalex.org/W2887295470","https://openalex.org/W2922510944","https://openalex.org/W2958711196","https://openalex.org/W2964293937","https://openalex.org/W3006300626","https://openalex.org/W3042425239","https://openalex.org/W3092356216","https://openalex.org/W6734614811","https://openalex.org/W6735381419","https://openalex.org/W6739365718","https://openalex.org/W6745995898","https://openalex.org/W6756585555","https://openalex.org/W6765190319"],"related_works":["https://openalex.org/W2380775572","https://openalex.org/W2213520135","https://openalex.org/W4242046654","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W3167935049","https://openalex.org/W3103566983","https://openalex.org/W3029198973"],"abstract_inverted_index":{"Multitask":[0],"learning":[1,40],"is":[2],"arousing":[3],"great":[4],"interest":[5],"for":[6],"its":[7],"ability":[8,16,116],"to":[9,42,117,121],"regularize":[10],"models,":[11],"or":[12],"improve":[13,114],"the":[14,18,45,49,52,56,93,110,115,124],"generalization":[15],"of":[17,51,58,68,123],"tasks":[19,70],"that":[20,36,99],"are":[21,76],"learned":[22],"simultaneously.":[23],"In":[24,61],"this":[25],"work,":[26],"we":[27,63],"present":[28],"a":[29,38,101],"model":[30],"based":[31],"on":[32,79],"Convolutional":[33],"Neural":[34],"Networks":[35],"uses":[37],"multitask":[39],"approach":[41],"simultaneously":[43],"segment":[44,48],"skin":[46],"lesion,":[47],"hairs":[50],"lesion":[53],"and":[54,92],"perform":[55],"inpainting":[57],"these":[59,69],"hairs.":[60],"addition,":[62],"study":[64],"how":[65],"different":[66],"combinations":[67],"influence":[71],"each":[72,122],"other.":[73],"The":[74],"experiments":[75],"carried":[77],"out":[78],"images":[80],"from":[81],"five":[82],"publicly":[83],"available":[84],"datasets":[85],"such":[86],"as":[87],"PH2,":[88],"dermquest,":[89],"dermis,":[90],"EDRA2002":[91],"ISIC":[94],"Data":[95],"Archive.":[96],"We":[97],"ascertain":[98],"optimizing":[100],"combined":[102],"loss":[103],"function":[104],"while":[105],"sharing":[106],"hidden":[107],"representations":[108],"among":[109],"related":[111],"tasks,":[112],"may":[113],"generalize":[118],"when":[119],"compared":[120],"single-task":[125],"contributions.":[126]},"counts_by_year":[{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}