{"id":"https://openalex.org/W4402915493","doi":"https://doi.org/10.1109/icip51287.2024.10647899","title":"Deepskinformer: Skin Lesion Segmentation Using Hierarchical Transformers And Edge Enhancement","display_name":"Deepskinformer: Skin Lesion Segmentation Using Hierarchical Transformers And Edge Enhancement","publication_year":2024,"publication_date":"2024-09-27","ids":{"openalex":"https://openalex.org/W4402915493","doi":"https://doi.org/10.1109/icip51287.2024.10647899"},"language":"en","primary_location":{"id":"doi:10.1109/icip51287.2024.10647899","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip51287.2024.10647899","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 Image Processing (ICIP)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5006590671","display_name":"Ufaq Khan","orcid":"https://orcid.org/0009-0008-3264-6435"},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ufaq Khan","raw_affiliation_strings":["Mohamed bin Zayed University of Artificial Intelligence,Masdar City,Abu Dhabi"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mohamed bin Zayed University of Artificial Intelligence,Masdar City,Abu Dhabi","institution_ids":["https://openalex.org/I4210113480"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088564149","display_name":"Umair Nawaz","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Umair Nawaz","raw_affiliation_strings":["Mohamed bin Zayed University of Artificial Intelligence,Masdar City,Abu Dhabi"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mohamed bin Zayed University of Artificial Intelligence,Masdar City,Abu Dhabi","institution_ids":["https://openalex.org/I4210113480"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031946092","display_name":"Mustaqeem Khan","orcid":"https://orcid.org/0000-0002-8020-3590"},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mustaqeem Khan","raw_affiliation_strings":["Mohamed bin Zayed University of Artificial Intelligence,Masdar City,Abu Dhabi"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mohamed bin Zayed University of Artificial Intelligence,Masdar City,Abu Dhabi","institution_ids":["https://openalex.org/I4210113480"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036560577","display_name":"Wail Gueaieb","orcid":"https://orcid.org/0000-0001-6490-4648"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Wail Gueaieb","raw_affiliation_strings":["University of Ottawa,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Ottawa,Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110157906","display_name":"Abdulmotaleb El Saddik","orcid":"https://orcid.org/0000-0002-7690-8547"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Abdulmotaleb El Saddik","raw_affiliation_strings":["University of Ottawa,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Ottawa,Canada","institution_ids":["https://openalex.org/I153718931"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20309235,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3868","last_page":"3874"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9984999895095825,"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":0.9984999895095825,"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":0.9057999849319458,"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/segmentation","display_name":"Segmentation","score":0.5917391180992126},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5293840765953064},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5126394629478455},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.451751172542572},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4515511095523834},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4447856843471527},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.41627955436706543},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39345240592956543},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16308817267417908},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.06784665584564209}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5917391180992126},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5293840765953064},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5126394629478455},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.451751172542572},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4515511095523834},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4447856843471527},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.41627955436706543},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39345240592956543},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16308817267417908},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.06784665584564209},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icip51287.2024.10647899","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip51287.2024.10647899","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 Image Processing (ICIP)","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":22,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2061253660","https://openalex.org/W2791215071","https://openalex.org/W2794825826","https://openalex.org/W2803452582","https://openalex.org/W2907750714","https://openalex.org/W2963150697","https://openalex.org/W2963881378","https://openalex.org/W2963946669","https://openalex.org/W2990405126","https://openalex.org/W3006349040","https://openalex.org/W3119005666","https://openalex.org/W3130244078","https://openalex.org/W3138516171","https://openalex.org/W4285992128","https://openalex.org/W4315754639","https://openalex.org/W4385986729","https://openalex.org/W4386596931","https://openalex.org/W4390105451","https://openalex.org/W4390146618","https://openalex.org/W6841667605","https://openalex.org/W6849351960"],"related_works":["https://openalex.org/W4379231730","https://openalex.org/W4389858081","https://openalex.org/W2501551404","https://openalex.org/W4385583601","https://openalex.org/W4298131179","https://openalex.org/W2113201962","https://openalex.org/W4395685956","https://openalex.org/W2799953226","https://openalex.org/W4398146871","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Segmentation":[0],"of":[1,19,126],"skin":[2,13,28,67],"lesions":[3],"from":[4,51],"dermatological":[5],"images":[6,32],"is":[7],"critical":[8],"in":[9,43],"diagnosing":[10],"and":[11,23,46,93,101,108],"treating":[12],"cancer.":[14],"Despite":[15],"this,":[16],"the":[17,71,85,106,123],"diversity":[18],"lesion":[20,68],"shapes,":[21],"sizes,":[22],"textures":[24],"against":[25],"a":[26],"similar-toned":[27],"backdrop":[29],"makes":[30],"these":[31],"challenging":[33],"to":[34,49,77,121,129],"analyze.":[35],"Current":[36],"segmentation":[37,69],"methods":[38,100],"are":[39],"often":[40],"less":[41],"precise":[42],"delineating":[44],"boundaries":[45,79],"more":[47],"susceptible":[48],"interference":[50],"background":[52],"noise.":[53],"To":[54],"address":[55],"this":[56],"issue,":[57],"we":[58,116],"introduce":[59],"an":[60,118],"end-to-end":[61],"framework":[62],"called":[63],"DeepSkinFormer":[64],"(DSF)":[65],"for":[66,80],"using":[70,105],"Skin":[72],"Edge":[73],"Enhancement":[74],"Module":[75],"(SEEM)":[76],"enhance":[78],"efficient":[81],"detection.":[82],"We":[83],"evaluate":[84],"proposed":[86],"model":[87,97],"on":[88],"standard":[89],"benchmarks,":[90],"HAM10000,":[91],"ISIC2017,":[92],"PH2":[94],"datasets.":[95],"Our":[96],"outperforms":[98],"existing":[99],"achieves":[102],"stateof-the-art":[103],"results":[104],"Dice":[107],"mean":[109],"Intersection":[110],"Over":[111],"Union":[112],"(mIOU)":[113],"scores.":[114],"Furthermore,":[115],"conduct":[117],"ablation":[119],"study":[120],"confirm":[122],"significant":[124],"contributions":[125],"DSFspecialized":[127],"modules":[128],"their":[130],"effectiveness.":[131]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
