{"id":"https://openalex.org/W3202319039","doi":"https://doi.org/10.1080/21681163.2021.1978867","title":"mCA-Net: modified comprehensive attention convolutional neural network for skin lesion segmentation","display_name":"mCA-Net: modified comprehensive attention convolutional neural network for skin lesion segmentation","publication_year":2021,"publication_date":"2021-09-28","ids":{"openalex":"https://openalex.org/W3202319039","doi":"https://doi.org/10.1080/21681163.2021.1978867","mag":"3202319039"},"language":"en","primary_location":{"id":"doi:10.1080/21681163.2021.1978867","is_oa":false,"landing_page_url":"https://doi.org/10.1080/21681163.2021.1978867","pdf_url":null,"source":{"id":"https://openalex.org/S2764763012","display_name":"Computer Methods in Biomechanics and Biomedical Engineering Imaging & Visualization","issn_l":"2168-1163","issn":["2168-1163","2168-1171"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"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/A5101538430","display_name":"Bin Yu","orcid":"https://orcid.org/0000-0001-7970-696X"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Yu","raw_affiliation_strings":["School of Software, Xinjiang University, Urumqi, China"],"affiliations":[{"raw_affiliation_string":"School of Software, Xinjiang University, Urumqi, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057774088","display_name":"Long Yu","orcid":"https://orcid.org/0000-0002-9038-4129"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Long Yu","raw_affiliation_strings":["Network Center, Xinjiang University, Urumqi, China"],"affiliations":[{"raw_affiliation_string":"Network Center, Xinjiang University, Urumqi, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075221279","display_name":"Shengwei Tian","orcid":"https://orcid.org/0000-0003-3525-5102"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengwei Tian","raw_affiliation_strings":["School of Software, Xinjiang University, Urumqi, China"],"affiliations":[{"raw_affiliation_string":"School of Software, Xinjiang University, Urumqi, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063361052","display_name":"Weidong Wu","orcid":"https://orcid.org/0000-0002-7334-8679"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]},{"id":"https://openalex.org/I4210122141","display_name":"People's Hospital of Xinjiang Uygur Autonomous Region","ror":"https://ror.org/02r247g67","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210122141"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weidong Wu","raw_affiliation_strings":["People\u2019s Hospital of Xinjiang Uygur Autonomous Region, Xinjiang Key Laboratory of Dermatology Research, Xinjiang University, China","People's Hospital of Xinjiang Uygur Autonomous Region, Xinjiang Key Laboratory of Dermatology Research, Xinjiang University, China"],"affiliations":[{"raw_affiliation_string":"People\u2019s Hospital of Xinjiang Uygur Autonomous Region, Xinjiang Key Laboratory of Dermatology Research, Xinjiang University, China","institution_ids":["https://openalex.org/I4210122141","https://openalex.org/I96908189"]},{"raw_affiliation_string":"People's Hospital of Xinjiang Uygur Autonomous Region, Xinjiang Key Laboratory of Dermatology Research, Xinjiang University, China","institution_ids":["https://openalex.org/I4210122141","https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101752331","display_name":"Dezhi Zhang","orcid":"https://orcid.org/0000-0002-4331-008X"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]},{"id":"https://openalex.org/I4210122141","display_name":"People's Hospital of Xinjiang Uygur Autonomous Region","ror":"https://ror.org/02r247g67","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210122141"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dezhi Zhang","raw_affiliation_strings":["People\u2019s Hospital of Xinjiang Uygur Autonomous Region, Xinjiang Key Laboratory of Dermatology Research, Xinjiang University, China","People's Hospital of Xinjiang Uygur Autonomous Region, Xinjiang Key Laboratory of Dermatology Research, Xinjiang University, China"],"affiliations":[{"raw_affiliation_string":"People\u2019s Hospital of Xinjiang Uygur Autonomous Region, Xinjiang Key Laboratory of Dermatology Research, Xinjiang University, China","institution_ids":["https://openalex.org/I4210122141","https://openalex.org/I96908189"]},{"raw_affiliation_string":"People's Hospital of Xinjiang Uygur Autonomous Region, Xinjiang Key Laboratory of Dermatology Research, Xinjiang University, China","institution_ids":["https://openalex.org/I4210122141","https://openalex.org/I96908189"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015084984","display_name":"Xiaojing Kang","orcid":"https://orcid.org/0000-0002-8484-2314"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]},{"id":"https://openalex.org/I4210122141","display_name":"People's Hospital of Xinjiang Uygur Autonomous Region","ror":"https://ror.org/02r247g67","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210122141"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaojing Kang","raw_affiliation_strings":["People\u2019s Hospital of Xinjiang Uygur Autonomous Region, Xinjiang Key Laboratory of Dermatology Research, Xinjiang University, China","People's Hospital of Xinjiang Uygur Autonomous Region, Xinjiang Key Laboratory of Dermatology Research, Xinjiang University, China"],"affiliations":[{"raw_affiliation_string":"People\u2019s Hospital of Xinjiang Uygur Autonomous Region, Xinjiang Key Laboratory of Dermatology Research, Xinjiang University, China","institution_ids":["https://openalex.org/I4210122141","https://openalex.org/I96908189"]},{"raw_affiliation_string":"People's Hospital of Xinjiang Uygur Autonomous Region, Xinjiang Key Laboratory of Dermatology Research, Xinjiang University, China","institution_ids":["https://openalex.org/I4210122141","https://openalex.org/I96908189"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5057774088"],"corresponding_institution_ids":["https://openalex.org/I96908189"],"apc_list":null,"apc_paid":null,"fwci":0.2684,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.59182919,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"10","issue":"1","first_page":"85","last_page":"95"},"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/T11306","display_name":"Nonmelanoma Skin Cancer Studies","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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":0.9761999845504761,"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":0.8539151549339294},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.803015947341919},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6947048902511597},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6580528020858765},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5398269295692444},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5339416861534119},{"id":"https://openalex.org/keywords/dice","display_name":"Dice","score":0.5004265308380127},{"id":"https://openalex.org/keywords/skin-cancer","display_name":"Skin cancer","score":0.46064072847366333},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4481026530265808},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.25154516100883484},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.15931099653244019},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10199758410453796},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.08435210585594177}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.8539151549339294},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.803015947341919},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6947048902511597},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6580528020858765},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5398269295692444},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5339416861534119},{"id":"https://openalex.org/C22029948","wikidata":"https://www.wikidata.org/wiki/Q45089","display_name":"Dice","level":2,"score":0.5004265308380127},{"id":"https://openalex.org/C2777789703","wikidata":"https://www.wikidata.org/wiki/Q192102","display_name":"Skin cancer","level":3,"score":0.46064072847366333},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4481026530265808},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.25154516100883484},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.15931099653244019},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10199758410453796},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.08435210585594177},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/21681163.2021.1978867","is_oa":false,"landing_page_url":"https://doi.org/10.1080/21681163.2021.1978867","pdf_url":null,"source":{"id":"https://openalex.org/S2764763012","display_name":"Computer Methods in Biomechanics and Biomedical Engineering Imaging & Visualization","issn_l":"2168-1163","issn":["2168-1163","2168-1171"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.699999988079071}],"awards":[{"id":"https://openalex.org/G1229089841","display_name":null,"funder_award_id":"2020E0234","funder_id":"https://openalex.org/F4320328897","funder_display_name":"Science and Technology Department of Xinjiang Uyghur Autonomous Region"},{"id":"https://openalex.org/G7705284167","display_name":null,"funder_award_id":"2021B03001-4","funder_id":"https://openalex.org/F4320328897","funder_display_name":"Science and Technology Department of Xinjiang Uyghur Autonomous Region"}],"funders":[{"id":"https://openalex.org/F4320328897","display_name":"Science and Technology Department of Xinjiang Uyghur Autonomous Region","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2563705555","https://openalex.org/W2565639579","https://openalex.org/W2592929672","https://openalex.org/W2763160469","https://openalex.org/W2794825826","https://openalex.org/W2799213142","https://openalex.org/W2884585870","https://openalex.org/W2888493720","https://openalex.org/W2891511539","https://openalex.org/W2921406441","https://openalex.org/W2932083555","https://openalex.org/W2962850830","https://openalex.org/W2962891704","https://openalex.org/W2963284331","https://openalex.org/W2963881378","https://openalex.org/W2963946669","https://openalex.org/W2964334073","https://openalex.org/W3003325409","https://openalex.org/W3026598587","https://openalex.org/W3033039186","https://openalex.org/W3042445013","https://openalex.org/W3081495241","https://openalex.org/W3081752372","https://openalex.org/W3087536432","https://openalex.org/W3088257970","https://openalex.org/W3088532819","https://openalex.org/W3090391203","https://openalex.org/W3102785203","https://openalex.org/W3103010481","https://openalex.org/W3132455321","https://openalex.org/W3133394016","https://openalex.org/W3192998578"],"related_works":["https://openalex.org/W3104750253","https://openalex.org/W3021239166","https://openalex.org/W2586273397","https://openalex.org/W2390936256","https://openalex.org/W2016385589","https://openalex.org/W2009559548","https://openalex.org/W2483429559","https://openalex.org/W2890643743","https://openalex.org/W3185137224","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Skin":[0,23],"is":[1,14,25,35,141],"the":[2,8,12,17,26,47,51,115,126,129,135,150,159,171],"first":[3],"line":[4],"of":[5,7,50,128,163],"defense":[6],"human":[9],"body.":[10],"Because":[11],"skin":[13,31,38,60,138,164],"exposed":[15],"to":[16,81,157,168,176],"outside":[18],"and":[19,41,101,123,170],"suffersvarious":[20],"aggressions":[21],",":[22],"cancer":[24],"most":[27],"common":[28],"cancer.":[29],"Accurate":[30],"lesions":[32,61,165],"image":[33,62,72],"segmentation":[34,48,73,84,117,130,152,179],"essential":[36],"for":[37,59],"disease":[39],"diagnosis":[40],"treatment":[42],"planning.":[43],"In":[44,64,86],"order":[45],"toimprove":[46],"results":[49,180],"recently":[52],"proposed":[53,145],"comprehensive":[54,75],"attention":[55,76,94],"convolutional":[56,77],"neural":[57,78],"network(CA-Net)":[58],"segmentation,":[63],"this":[65],"work,":[66],"we":[67,88],"propose":[68],"a":[69,90],"modified":[70],"medical":[71],"network\u2014modified":[74],"network":[79],"(mCA-Net)":[80],"further":[82],"improve":[83,114],"performance.":[85],"particular,":[87],"create":[89],"new":[91],"multi-scale":[92],"channel":[93],"module\u2014MS-CA,":[95],"which":[96],"can":[97],"display":[98],"more":[99],"accurate":[100],"relevant":[102],"feature":[103],"channels":[104],"on":[105,134],"multiple":[106],"scales.":[107],"The":[108,178],"experiments":[109],"showsthat":[110],"our":[111,144],"work":[112],"greatly":[113],"average":[116,151,160],"Dice":[118,153],"score,":[119],"accuracy,":[120],"mean":[121],"ASSD":[122],"mIoU":[124,172],"andenhance":[125],"stability":[127],"model.":[131],"Through":[132],"comprehensiveexperiments":[133],"ISIC":[136],"2018":[137],"lesiondatasets,":[139],"it":[140],"found":[142],"that":[143],"mCA-Netnetwork":[146],"compared":[147],"with":[148],"CA-Net,improve":[149],"score":[154,162],"from":[155,166,173],"92.08%":[156],"93.56%,":[158],"accuracy":[161],"92.68%":[167],"93.32%":[169],"85.32%":[174],"increased":[175],"87.89%.":[177],"have":[181],"been":[182],"significantly":[183],"optimized.":[184]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}