{"id":"https://openalex.org/W4200200952","doi":"https://doi.org/10.1109/embc46164.2021.9629858","title":"Multi-level Attentive Skin Lesion Learning for Melanoma Classification","display_name":"Multi-level Attentive Skin Lesion Learning for Melanoma Classification","publication_year":2021,"publication_date":"2021-11-01","ids":{"openalex":"https://openalex.org/W4200200952","doi":"https://doi.org/10.1109/embc46164.2021.9629858","pmid":"https://pubmed.ncbi.nlm.nih.gov/34892090"},"language":"en","primary_location":{"id":"doi:10.1109/embc46164.2021.9629858","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9629858","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","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":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Xiaohong Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I3005327000","display_name":"Institute for Infocomm Research","ror":"https://ror.org/053rfa017","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3005327000","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Xiaohong Wang","raw_affiliation_strings":["A*Star, Institute for Infocomm Research, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"A*Star, Institute for Infocomm Research, Singapore","institution_ids":["https://openalex.org/I3005327000"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Weimin Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I3005327000","display_name":"Institute for Infocomm Research","ror":"https://ror.org/053rfa017","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3005327000","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Weimin Huang","raw_affiliation_strings":["A*Star, Institute for Infocomm Research, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"A*Star, Institute for Infocomm Research, Singapore","institution_ids":["https://openalex.org/I3005327000"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhongkang Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I3005327000","display_name":"Institute for Infocomm Research","ror":"https://ror.org/053rfa017","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3005327000","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Zhongkang Lu","raw_affiliation_strings":["A*Star, Institute for Infocomm Research, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"A*Star, Institute for Infocomm Research, Singapore","institution_ids":["https://openalex.org/I3005327000"]}]},{"author_position":"last","author":{"id":null,"display_name":"Su Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I3005327000","display_name":"Institute for Infocomm Research","ror":"https://ror.org/053rfa017","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3005327000","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Su Huang","raw_affiliation_strings":["A*Star, Institute for Infocomm Research, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"A*Star, Institute for Infocomm Research, Singapore","institution_ids":["https://openalex.org/I3005327000"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.9646,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.87341772,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"2021","issue":null,"first_page":"3924","last_page":"3927"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9937000274658203,"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":0.9937000274658203,"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/T11448","display_name":"Face recognition and analysis","score":0.000699999975040555,"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"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.0005000000237487257,"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/skin-lesion","display_name":"Skin lesion","score":0.7529000043869019},{"id":"https://openalex.org/keywords/lesion","display_name":"Lesion","score":0.7398999929428101},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.722000002861023},{"id":"https://openalex.org/keywords/melanoma","display_name":"Melanoma","score":0.6854000091552734},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6148999929428101},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.49559998512268066},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.39160001277923584}],"concepts":[{"id":"https://openalex.org/C2988168687","wikidata":"https://www.wikidata.org/wiki/Q949302","display_name":"Skin lesion","level":2,"score":0.7529000043869019},{"id":"https://openalex.org/C2781156865","wikidata":"https://www.wikidata.org/wiki/Q827023","display_name":"Lesion","level":2,"score":0.7398999929428101},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.722000002861023},{"id":"https://openalex.org/C2777658100","wikidata":"https://www.wikidata.org/wiki/Q180614","display_name":"Melanoma","level":2,"score":0.6854000091552734},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6521000266075134},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6148999929428101},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.49900001287460327},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.49559998512268066},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.39160001277923584},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38359999656677246},{"id":"https://openalex.org/C2777789703","wikidata":"https://www.wikidata.org/wiki/Q192102","display_name":"Skin cancer","level":3,"score":0.36070001125335693},{"id":"https://openalex.org/C2778324318","wikidata":"https://www.wikidata.org/wiki/Q902923","display_name":"Dermatoscopy","level":3,"score":0.3154999911785126},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.31029999256134033},{"id":"https://openalex.org/C2991914496","wikidata":"https://www.wikidata.org/wiki/Q180614","display_name":"Melanoma diagnosis","level":3,"score":0.296099990606308},{"id":"https://openalex.org/C141353440","wikidata":"https://www.wikidata.org/wiki/Q182221","display_name":"Fuse (electrical)","level":2,"score":0.27140000462532043},{"id":"https://openalex.org/C16005928","wikidata":"https://www.wikidata.org/wiki/Q171171","display_name":"Dermatology","level":1,"score":0.26499998569488525},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.25270000100135803},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.25}],"mesh":[{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012871","descriptor_name":"Skin Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012871","descriptor_name":"Skin Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012871","descriptor_name":"Skin Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012878","descriptor_name":"Skin Neoplasms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012878","descriptor_name":"Skin Neoplasms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012878","descriptor_name":"Skin Neoplasms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D046169","descriptor_name":"Dermoscopy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D046169","descriptor_name":"Dermoscopy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D046169","descriptor_name":"Dermoscopy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc46164.2021.9629858","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9629858","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","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":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:34892090","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34892090","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2117539524","https://openalex.org/W2194775991","https://openalex.org/W2564782580","https://openalex.org/W2607363228","https://openalex.org/W2612806369","https://openalex.org/W2797527544","https://openalex.org/W2804383999","https://openalex.org/W2883794474","https://openalex.org/W2888442043","https://openalex.org/W2898260903","https://openalex.org/W2914959431","https://openalex.org/W2945472816","https://openalex.org/W2970655378","https://openalex.org/W2990613241","https://openalex.org/W3001669684","https://openalex.org/W3006300626","https://openalex.org/W6762431079","https://openalex.org/W6768832067","https://openalex.org/W6777544681","https://openalex.org/W6781772550"],"related_works":[],"abstract_inverted_index":{"Melanoma":[0],"classification":[1,12],"plays":[2],"an":[3],"important":[4],"role":[5],"in":[6,70],"skin":[7,24,43,61,110],"lesion":[8,44,62,73,93],"diagnosis.":[9],"Nevertheless,":[10],"melanoma":[11,50,126],"is":[13],"a":[14,40,55,60,84],"challenging":[15],"task,":[16],"due":[17],"to":[18,48,66,90],"the":[19,23,27,30,68,72,76,92,96,104,109,119,122],"appearance":[20],"variation":[21],"of":[22,29,78,108,121],"lesions,":[25],"and":[26,98],"interference":[28],"noises":[31],"from":[32,75,95],"dermoscopic":[33],"imaging.":[34],"In":[35,80],"this":[36],"paper,":[37],"we":[38,53,82],"propose":[39,83],"multi-level":[41],"attentive":[42],"learning":[45,57,71],"(MASLL)":[46],"network":[47,69],"enhance":[49],"classification.":[51,127],"Specifically,":[52],"design":[54],"local":[56,99],"branch":[58],"with":[59],"localization":[63],"(SLL)":[64],"module":[65,89],"assist":[67],"features":[74],"region":[77],"interest.":[79],"addition,":[81],"weighted":[85],"feature":[86,105],"integration":[87],"(WFI)":[88],"fuse":[91],"information":[94],"global":[97],"branches,":[100],"which":[101],"further":[102],"enhances":[103],"discriminative":[106],"capability":[107],"lesions.":[111],"Experimental":[112],"results":[113],"on":[114,125],"ISIC":[115],"2017":[116],"dataset":[117],"show":[118],"effectiveness":[120],"proposed":[123],"method":[124]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2021-12-31T00:00:00"}