{"id":"https://openalex.org/W2755676576","doi":"https://doi.org/10.1109/embc.2017.8036906","title":"Automated lesion segmentation and dermoscopic feature segmentation for skin cancer analysis","display_name":"Automated lesion segmentation and dermoscopic feature segmentation for skin cancer analysis","publication_year":2017,"publication_date":"2017-07-01","ids":{"openalex":"https://openalex.org/W2755676576","doi":"https://doi.org/10.1109/embc.2017.8036906","mag":"2755676576","pmid":"https://pubmed.ncbi.nlm.nih.gov/29059954"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2017.8036906","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2017.8036906","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","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":"https://openalex.org/A5015481452","display_name":"Mansoureh Pezhman Pour","orcid":null},"institutions":[{"id":"https://openalex.org/I32394136","display_name":"Northumbria University","ror":"https://ror.org/049e6bc10","country_code":"GB","type":"education","lineage":["https://openalex.org/I32394136"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mansoureh Pezhman Pour","raw_affiliation_strings":["Department of Computer and Information Sciences, The University of Northumbria at Newcastle, Newcastle-Upon-Tyne, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Sciences, The University of Northumbria at Newcastle, Newcastle-Upon-Tyne, UK","institution_ids":["https://openalex.org/I32394136"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057405456","display_name":"H\u00fcseyin \u015eeker","orcid":"https://orcid.org/0000-0002-1255-9552"},"institutions":[{"id":"https://openalex.org/I32394136","display_name":"Northumbria University","ror":"https://ror.org/049e6bc10","country_code":"GB","type":"education","lineage":["https://openalex.org/I32394136"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Huseyin Seker","raw_affiliation_strings":["Department of Computer and Information Sciences, The University of Northumbria at Newcastle, Newcastle-Upon-Tyne, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Sciences, The University of Northumbria at Newcastle, Newcastle-Upon-Tyne, UK","institution_ids":["https://openalex.org/I32394136"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082634513","display_name":"Ling Shao","orcid":"https://orcid.org/0000-0002-8264-6117"},"institutions":[{"id":"https://openalex.org/I1118541","display_name":"University of East Anglia","ror":"https://ror.org/026k5mg93","country_code":"GB","type":"education","lineage":["https://openalex.org/I1118541"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ling Shao","raw_affiliation_strings":["University of East Anglia, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of East Anglia, UK","institution_ids":["https://openalex.org/I1118541"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.3324,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.95389774,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"2017","issue":null,"first_page":"640","last_page":"643"},"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":0.9916999936103821,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.9510999917984009,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"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"}}],"keywords":[{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.8352805376052856},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7953229546546936},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7936902046203613},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.637469470500946},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.620768666267395},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.575709342956543},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5310032367706299},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5273371934890747},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.519543468952179},{"id":"https://openalex.org/keywords/scale-space-segmentation","display_name":"Scale-space segmentation","score":0.4930822551250458},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.41192173957824707},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3623436391353607}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.8352805376052856},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7953229546546936},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7936902046203613},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.637469470500946},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.620768666267395},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.575709342956543},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5310032367706299},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5273371934890747},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.519543468952179},{"id":"https://openalex.org/C65885262","wikidata":"https://www.wikidata.org/wiki/Q7429708","display_name":"Scale-space segmentation","level":4,"score":0.4930822551250458},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.41192173957824707},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3623436391353607},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001331","descriptor_name":"Automation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001331","descriptor_name":"Automation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001331","descriptor_name":"Automation","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":"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":false},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","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":false},{"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":"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/embc.2017.8036906","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2017.8036906","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:29059954","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29059954","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":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W22040386","https://openalex.org/W1533861849","https://openalex.org/W2024476192","https://openalex.org/W2026720263","https://openalex.org/W2028140761","https://openalex.org/W2048195925","https://openalex.org/W2053164108","https://openalex.org/W2056372113","https://openalex.org/W2059629434","https://openalex.org/W2100234623","https://openalex.org/W2100495367","https://openalex.org/W2102121645","https://openalex.org/W2112796928","https://openalex.org/W2123045220","https://openalex.org/W2129661341","https://openalex.org/W2136922672","https://openalex.org/W2168083201","https://openalex.org/W2235523093","https://openalex.org/W2279626059","https://openalex.org/W2395611524","https://openalex.org/W2404812871","https://openalex.org/W2963059730","https://openalex.org/W2963946669","https://openalex.org/W6600893292","https://openalex.org/W6631943919","https://openalex.org/W6711868289"],"related_works":["https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3133861977","https://openalex.org/W2951211570","https://openalex.org/W3103566983","https://openalex.org/W3029198973","https://openalex.org/W2185902295","https://openalex.org/W2103507220","https://openalex.org/W3144569342","https://openalex.org/W2945274617"],"abstract_inverted_index":{"Segmentation":[0],"is":[1,74,136,148,157],"the":[2,91,106,109,120],"first":[3],"and":[4,95],"most":[5],"important":[6],"task":[7,62,93,112],"in":[8,31,56,151],"computer-based":[9],"diagnosis":[10],"of":[11,123],"skin":[12],"cancer":[13],"since":[14],"other":[15],"tasks":[16,55],"are":[17,117],"relied":[18],"mainly":[19],"on":[20,38,76,138],"accurately":[21],"segmented":[22],"lesions.":[23],"Recently,":[24],"deep":[25,48],"learning":[26,33],"as":[27,113],"a":[28,59,65,77,85,158],"mainstream":[29],"method":[30,73],"machine":[32],"has":[34],"shown":[35],"promising":[36,132],"results":[37,107,116,122,133],"semantic":[39],"image":[40],"segmentation.":[41],"In":[42],"this":[43],"paper,":[44],"we":[45],"demonstrate":[46],"applying":[47],"convolutional":[49],"networks":[50],"to":[51,104,119],"two":[52],"main":[53],"segmentation":[54,61,69,100,111],"melanoma":[57],"diagnosis,":[58],"lesion":[60,66,99],"followed":[63],"by":[64,98],"dermoscopic":[67],"feature":[68,110],"task.":[70],"The":[71,115,127],"proposed":[72,128],"evaluated":[75],"database":[78],"from":[79],"ISBI":[80,124],"challenge":[81,125],"2016.":[82,126],"By":[83],"using":[84],"hybrid":[86,141],"model,":[87],"computation":[88],"load":[89],"for":[90,108,160],"second":[92],"decreases":[94],"masks":[96],"provided":[97],"have":[101],"been":[102],"used":[103],"enhance":[105],"well.":[114],"close":[118],"best":[121],"model":[129,142],"yields":[130],"quite":[131],"although":[134],"it":[135],"based":[137],"very":[139],"initial":[140],"without":[143],"an":[144],"aggressive":[145],"fine-tuning":[146],"that":[147],"heavily":[149],"required":[150],"Deep":[152],"Learning":[153],"implementations.":[154],"Therefore,":[155],"there":[156],"room":[159],"further":[161],"improvements.":[162]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":3}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}