{"id":"https://openalex.org/W4402980036","doi":"https://doi.org/10.1109/icme57554.2024.10687537","title":"SCD-NAS: Towards Zero-Cost Training in Melanoma Diagnosis","display_name":"SCD-NAS: Towards Zero-Cost Training in Melanoma Diagnosis","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4402980036","doi":"https://doi.org/10.1109/icme57554.2024.10687537"},"language":"en","primary_location":{"id":"doi:10.1109/icme57554.2024.10687537","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icme57554.2024.10687537","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Multimedia and Expo (ICME)","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/A5100385223","display_name":"Hongyan Xu","orcid":"https://orcid.org/0000-0003-0040-2539"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Hongyan Xu","raw_affiliation_strings":["University of New South Wales,School of Computer Science and Engineering,Australia"],"affiliations":[{"raw_affiliation_string":"University of New South Wales,School of Computer Science and Engineering,Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011334334","display_name":"Xiu Su","orcid":"https://orcid.org/0000-0002-9863-5404"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xiu Su","raw_affiliation_strings":["The University of Sydney,School of Computer Science, Faculty of Engineering,Australia"],"affiliations":[{"raw_affiliation_string":"The University of Sydney,School of Computer Science, Faculty of Engineering,Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055952724","display_name":"Arcot Sowmya","orcid":"https://orcid.org/0000-0001-9236-5063"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Arcot Sowmya","raw_affiliation_strings":["University of New South Wales,School of Computer Science and Engineering,Australia"],"affiliations":[{"raw_affiliation_string":"University of New South Wales,School of Computer Science and Engineering,Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008926221","display_name":"Ian Katz","orcid":"https://orcid.org/0000-0002-9751-5734"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ian Katz","raw_affiliation_strings":["Southern Sun Pathology Pty Ltd"],"affiliations":[{"raw_affiliation_string":"Southern Sun Pathology Pty Ltd","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053719139","display_name":"Dadong Wang","orcid":"https://orcid.org/0000-0003-0409-2259"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Dadong Wang","raw_affiliation_strings":["The Commonwealth Scientific and Industrial Research Organisation,Data61"],"affiliations":[{"raw_affiliation_string":"The Commonwealth Scientific and Industrial Research Organisation,Data61","institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I42894916"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100385223"],"corresponding_institution_ids":["https://openalex.org/I31746571"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.25899788,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11287","display_name":"Cancer Genomics and Diagnostics","score":0.8823000192642212,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11287","display_name":"Cancer Genomics and Diagnostics","score":0.8823000192642212,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13280","display_name":"Biomedical and Engineering Education","score":0.8334000110626221,"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"}},{"id":"https://openalex.org/T13656","display_name":"Science, Research, and Medicine","score":0.807200014591217,"subfield":{"id":"https://openalex.org/subfields/2743","display_name":"Reproductive Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6282653212547302},{"id":"https://openalex.org/keywords/zero","display_name":"Zero (linguistics)","score":0.6100998520851135},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.6014198064804077},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.05702847242355347},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.04446706175804138}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6282653212547302},{"id":"https://openalex.org/C2780813799","wikidata":"https://www.wikidata.org/wiki/Q3274237","display_name":"Zero (linguistics)","level":2,"score":0.6100998520851135},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.6014198064804077},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.05702847242355347},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.04446706175804138},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme57554.2024.10687537","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icme57554.2024.10687537","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W230091440","https://openalex.org/W2390279801","https://openalex.org/W2233261550","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2810751659","https://openalex.org/W258997015","https://openalex.org/W2376932109"],"abstract_inverted_index":{"Diagnosing":[0],"melanoma":[1],"remains":[2],"challenging":[3],"despite":[4],"advances":[5],"in":[6,17,136],"Convolutional":[7],"Neural":[8,39],"Networks":[9],"(CNNs)":[10],"for":[11],"skin":[12],"cancer":[13],"detection.":[14],"Their":[15],"application":[16],"clinical":[18,28],"settings":[19],"is":[20,51],"often":[21],"limited":[22],"by":[23,126,134],"differences":[24],"between":[25],"natural":[26],"and":[27,102],"images.":[29],"To":[30],"address":[31],"this,":[32],"we":[33,72],"introduce":[34,73],"the":[35,65,83,97,113,119,124,131],"Skin":[36],"Cancer":[37],"Detection":[38],"Architecture":[40],"Search":[41,75],"(SCD-NAS)":[42],"framework.":[43],"In":[44],"our":[45],"method,":[46],"Large":[47],"Language":[48],"Model":[49],"(LLM)":[50],"leveraged":[52],"as":[53],"a":[54,74],"proxy,":[55],"which":[56],"helps":[57],"SCD-NAS":[58],"achieve":[59],"cost-free":[60],"training.":[61],"Additionally,":[62],"to":[63],"maximize":[64],"benefits":[66],"of":[67,85,116],"various":[68],"architectural":[69,87],"design":[70],"spaces,":[71],"Space":[76],"Expansion":[77],"(SSE)":[78],"methodology.":[79],"This":[80],"effectively":[81],"combines":[82],"merits":[84],"diverse":[86],"configurations,":[88],"thereby":[89],"enhancing":[90],"model":[91,108],"performance.":[92],"We":[93],"conducted":[94],"experiments":[95],"on":[96,118],"ISIC":[98,120],"2020,":[99],"MedMNISTv2,":[100],"CIFAR-10":[101,132],"CIFAR-100":[103],"datasets.":[104],"Our":[105],"SCD-NAS-derived":[106],"ResNet50":[107],"achieved":[109],"an":[110],"Area":[111],"Under":[112],"Curve":[114],"(AUC)":[115],"91.23%":[117],"2020":[121],"dataset,":[122],"improving":[123],"baseline":[125],"5.93%.":[127],"It":[128],"also":[129],"exceeded":[130],"benchmark":[133],"2.45%":[135],"accuracy.":[137]},"counts_by_year":[],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}