{"id":"https://openalex.org/W2807026579","doi":"https://doi.org/10.1109/isbi.2018.8363712","title":"Generative adversarial networks to segment skin lesions","display_name":"Generative adversarial networks to segment skin lesions","publication_year":2018,"publication_date":"2018-04-01","ids":{"openalex":"https://openalex.org/W2807026579","doi":"https://doi.org/10.1109/isbi.2018.8363712","mag":"2807026579"},"language":"en","primary_location":{"id":"doi:10.1109/isbi.2018.8363712","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2018.8363712","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018)","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/A5103240136","display_name":"Saeed Izadi","orcid":"https://orcid.org/0000-0003-4206-8559"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Saeed Izadi","raw_affiliation_strings":["Medical Image Analysis Lab, Simon Fraser University, Canada"],"affiliations":[{"raw_affiliation_string":"Medical Image Analysis Lab, Simon Fraser University, Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063530720","display_name":"Zahra Mirikharaji","orcid":"https://orcid.org/0000-0001-7805-3450"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Zahra Mirikharaji","raw_affiliation_strings":["Medical Image Analysis Lab, Simon Fraser University, Canada"],"affiliations":[{"raw_affiliation_string":"Medical Image Analysis Lab, Simon Fraser University, Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066500161","display_name":"Jeremy Kawahara","orcid":"https://orcid.org/0000-0002-6406-5300"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jeremy Kawahara","raw_affiliation_strings":["Medical Image Analysis Lab, Simon Fraser University, Canada"],"affiliations":[{"raw_affiliation_string":"Medical Image Analysis Lab, Simon Fraser University, Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072684302","display_name":"Ghassan Hamarneh","orcid":"https://orcid.org/0000-0001-5040-7448"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ghassan Hamarneh","raw_affiliation_strings":["Medical Image Analysis Lab, Simon Fraser University, Canada"],"affiliations":[{"raw_affiliation_string":"Medical Image Analysis Lab, Simon Fraser University, Canada","institution_ids":["https://openalex.org/I18014758"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5103240136"],"corresponding_institution_ids":["https://openalex.org/I18014758"],"apc_list":null,"apc_paid":null,"fwci":3.1018,"has_fulltext":false,"cited_by_count":57,"citation_normalized_percentile":{"value":0.94039012,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"881","last_page":"884"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9998000264167786,"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":0.9998000264167786,"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":0.958899974822998,"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/T11713","display_name":"Genital Health and Disease","score":0.9433000087738037,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/segmentation","display_name":"Segmentation","score":0.8588043451309204},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7895487546920776},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7748761177062988},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7431605458259583},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6083077788352966},{"id":"https://openalex.org/keywords/skin-lesion","display_name":"Skin lesion","score":0.5707257986068726},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5333065390586853},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.4941716492176056},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4915359914302826},{"id":"https://openalex.org/keywords/complement","display_name":"Complement (music)","score":0.46166589856147766},{"id":"https://openalex.org/keywords/generative-adversarial-network","display_name":"Generative adversarial network","score":0.4494384229183197},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.4298848509788513},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3799417018890381},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.05863833427429199}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.8588043451309204},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7895487546920776},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7748761177062988},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7431605458259583},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6083077788352966},{"id":"https://openalex.org/C2988168687","wikidata":"https://www.wikidata.org/wiki/Q949302","display_name":"Skin lesion","level":2,"score":0.5707257986068726},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5333065390586853},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.4941716492176056},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4915359914302826},{"id":"https://openalex.org/C112313634","wikidata":"https://www.wikidata.org/wiki/Q7886648","display_name":"Complement (music)","level":5,"score":0.46166589856147766},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.4494384229183197},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.4298848509788513},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3799417018890381},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.05863833427429199},{"id":"https://openalex.org/C127716648","wikidata":"https://www.wikidata.org/wiki/Q104053","display_name":"Phenotype","level":3,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C188082640","wikidata":"https://www.wikidata.org/wiki/Q1780899","display_name":"Complementation","level":4,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi.2018.8363712","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2018.8363712","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018)","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/W1165382972","https://openalex.org/W1480009832","https://openalex.org/W1836465849","https://openalex.org/W1901129140","https://openalex.org/W1940903118","https://openalex.org/W2099471712","https://openalex.org/W2128418623","https://openalex.org/W2194775991","https://openalex.org/W2554423077","https://openalex.org/W2570343428","https://openalex.org/W2570618306","https://openalex.org/W2593853042","https://openalex.org/W2607363228","https://openalex.org/W2609625738","https://openalex.org/W2735429996","https://openalex.org/W2949117887","https://openalex.org/W2962914239","https://openalex.org/W2963946669","https://openalex.org/W4320013936","https://openalex.org/W6638667902","https://openalex.org/W6639824700","https://openalex.org/W6687483927"],"related_works":["https://openalex.org/W2888032422","https://openalex.org/W2996316059","https://openalex.org/W4385421777","https://openalex.org/W3178813832","https://openalex.org/W4377980832","https://openalex.org/W2971552217","https://openalex.org/W3005996785","https://openalex.org/W4297411772","https://openalex.org/W4226298148","https://openalex.org/W2972144487"],"abstract_inverted_index":{"The":[0],"accuracy":[1],"of":[2,22,47,75],"skin":[3,64,88],"lesion":[4,65,89],"segmentation":[5,66,90,105,134],"has":[6],"increased":[7],"in":[8,14,44],"recent":[9],"years,":[10],"thanks":[11],"to":[12,40,84,125],"advances":[13],"machine":[15],"learning":[16],"techniques":[17],"and":[18,53,94,103],"a":[19,60,78,95,122,127],"large":[20,42],"influx":[21],"dermoscopy":[23],"images.":[24],"However,":[25],"there":[26,33],"is":[27],"still":[28],"room":[29],"for":[30,63],"improvement":[31],"as":[32],"exist":[34],"many":[35],"considerable":[36],"challenges":[37],"mainly":[38],"due":[39],"the":[41,45,116],"variability":[43],"appearance":[46],"lesions":[48],"(i.e.,":[49],"shape,":[50],"size,":[51],"texture,":[52],"occlusions).":[54],"In":[55],"this":[56],"work,":[57],"we":[58],"present":[59],"novel":[61],"approach":[62,73],"through":[67],"leveraging":[68],"generative":[69],"adversarial":[70],"networks.":[71],"Our":[72,109],"consists":[74],"two":[76],"models:":[77],"fully":[79,128],"convolutional":[80,96,129],"neural":[81,97],"network":[82,98,124],"designed":[83],"synthesize":[85],"an":[86],"accurate":[87],"mask":[91],"(the":[92,107],"segmenter),":[93],"that":[99,120],"distinguishes":[100],"between":[101],"synthetic":[102],"real":[104],"masks":[106],"critic).":[108],"experimental":[110],"results":[111],"on":[112],"1300":[113],"images":[114],"from":[115],"DermoFit":[117],"dataset":[118],"show":[119],"incorporating":[121],"critic":[123],"complement":[126],"segmenter,":[130],"like":[131],"UNet,":[132],"increases":[133],"accuracy.":[135]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":10},{"year":2019,"cited_by_count":10},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}