{"id":"https://openalex.org/W4206339910","doi":"https://doi.org/10.1109/bibm52615.2021.9669413","title":"RCGA-Net: An Improved Multi-hybrid Attention Mechanism Network in Biomedical Image Segmentation","display_name":"RCGA-Net: An Improved Multi-hybrid Attention Mechanism Network in Biomedical Image Segmentation","publication_year":2021,"publication_date":"2021-12-09","ids":{"openalex":"https://openalex.org/W4206339910","doi":"https://doi.org/10.1109/bibm52615.2021.9669413"},"language":"en","primary_location":{"id":"doi:10.1109/bibm52615.2021.9669413","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm52615.2021.9669413","pdf_url":null,"source":{"id":"https://openalex.org/S4363607735","display_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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/A5003764862","display_name":"Feng Xiao","orcid":"https://orcid.org/0000-0002-2895-1727"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Xiao","raw_affiliation_strings":["Engineering Research Center of Learning-Based Intelligent System, Ministry of Education, Tianjin, P.R.China","School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, P.R.China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering Research Center of Learning-Based Intelligent System, Ministry of Education, Tianjin, P.R.China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, P.R.China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101887315","display_name":"Cong Shen","orcid":"https://orcid.org/0000-0001-5801-3320"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cong Shen","raw_affiliation_strings":["Engineering Research Center of Learning-Based Intelligent System, Ministry of Education, Tianjin, P.R.China","School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, P.R.China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering Research Center of Learning-Based Intelligent System, Ministry of Education, Tianjin, P.R.China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, P.R.China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110375013","display_name":"Yu Chen","orcid":"https://orcid.org/0000-0002-8623-7812"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Chen","raw_affiliation_strings":["Engineering Research Center of Learning-Based Intelligent System, Ministry of Education, Tianjin, P.R.China","School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, P.R.China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering Research Center of Learning-Based Intelligent System, Ministry of Education, Tianjin, P.R.China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, P.R.China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059803686","display_name":"Tian Yang","orcid":"https://orcid.org/0000-0001-7282-1498"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tian Yang","raw_affiliation_strings":["Engineering Research Center of Learning-Based Intelligent System, Ministry of Education, Tianjin, P.R.China","School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, P.R.China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering Research Center of Learning-Based Intelligent System, Ministry of Education, Tianjin, P.R.China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, P.R.China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055627037","display_name":"Shengyong Chen","orcid":"https://orcid.org/0000-0002-6705-3831"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengyong Chen","raw_affiliation_strings":["Engineering Research Center of Learning-Based Intelligent System, Ministry of Education, Tianjin, P.R.China","School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, P.R.China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering Research Center of Learning-Based Intelligent System, Ministry of Education, Tianjin, P.R.China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, P.R.China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009768568","display_name":"Zhijun Liao","orcid":"https://orcid.org/0000-0002-7034-8657"},"institutions":[{"id":"https://openalex.org/I129708740","display_name":"Fujian Medical University","ror":"https://ror.org/050s6ns64","country_code":"CN","type":"education","lineage":["https://openalex.org/I129708740"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhijun Liao","raw_affiliation_strings":["School of Basic Medical Sciences, Fujian Medical University, Fuzhou, Fujian, P.R.China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Basic Medical Sciences, Fujian Medical University, Fuzhou, Fujian, P.R.China","institution_ids":["https://openalex.org/I129708740"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001619694","display_name":"Jijun Tang","orcid":"https://orcid.org/0000-0002-6377-536X"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I155781252","display_name":"University of South Carolina","ror":"https://ror.org/02b6qw903","country_code":"US","type":"education","lineage":["https://openalex.org/I155781252"]},{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Jijun Tang","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, P.R.China","Department of Computer Science and Engineering, University of South Carolina, Columbia, SC, U.S.A","Key Laboratory of Systems Bioengineering, Ministry of Education, Tianjin, P.R.China","Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong, P.R.China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, P.R.China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, University of South Carolina, Columbia, SC, U.S.A","institution_ids":["https://openalex.org/I155781252"]},{"raw_affiliation_string":"Key Laboratory of Systems Bioengineering, Ministry of Education, Tianjin, P.R.China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong, P.R.China","institution_ids":["https://openalex.org/I4210145761","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1112","last_page":"1118"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9994000196456909,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/computer-science","display_name":"Computer science","score":0.8115900754928589},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.718020498752594},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6951836943626404},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5919538140296936},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.532128095626831},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5124571919441223},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5006654262542725},{"id":"https://openalex.org/keywords/schema","display_name":"Schema (genetic algorithms)","score":0.4742145538330078},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43796107172966003},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4375697672367096}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8115900754928589},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.718020498752594},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6951836943626404},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5919538140296936},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.532128095626831},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5124571919441223},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5006654262542725},{"id":"https://openalex.org/C52146309","wikidata":"https://www.wikidata.org/wiki/Q7431116","display_name":"Schema (genetic algorithms)","level":2,"score":0.4742145538330078},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43796107172966003},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4375697672367096},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm52615.2021.9669413","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm52615.2021.9669413","pdf_url":null,"source":{"id":"https://openalex.org/S4363607735","display_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321878","display_name":"Natural Science Foundation of Fujian Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W2147484997","https://openalex.org/W2163605009","https://openalex.org/W2342988265","https://openalex.org/W2412782625","https://openalex.org/W2560260782","https://openalex.org/W2576442780","https://openalex.org/W2798122215","https://openalex.org/W2884436604","https://openalex.org/W2908867979","https://openalex.org/W2921406441","https://openalex.org/W2948580174","https://openalex.org/W2962914239","https://openalex.org/W2982220924","https://openalex.org/W2987039128","https://openalex.org/W2999580839","https://openalex.org/W3004757123","https://openalex.org/W3037156242","https://openalex.org/W3081752372","https://openalex.org/W3127751679","https://openalex.org/W3138516171","https://openalex.org/W3148874463","https://openalex.org/W3162386519","https://openalex.org/W3177052299","https://openalex.org/W3187369430","https://openalex.org/W3195525027","https://openalex.org/W4206426944","https://openalex.org/W4294226146","https://openalex.org/W6639824700","https://openalex.org/W6684191040","https://openalex.org/W6704476096","https://openalex.org/W6756341756"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W4390516098","https://openalex.org/W2181948922","https://openalex.org/W2384362569","https://openalex.org/W4205302943","https://openalex.org/W2561132942","https://openalex.org/W2142795561","https://openalex.org/W2611989081","https://openalex.org/W3155418658","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Drawing":[0],"support":[1],"from":[2],"an":[3,94,103],"effective":[4],"Medical":[5],"Image":[6],"Segmentation":[7],"(MIS)":[8],"is":[9,49],"conducive":[10],"to":[11,19,52,123,137,146],"a":[12,108,118,181],"substantial":[13],"diagnostic":[14],"basis":[15],"for":[16],"the":[17,21,25,30,35,43,58,66,84,130,159,165,170,176],"physicians":[18],"identify":[20],"focus":[22],"lesion":[23],"in":[24,79,89],"patient":[26,36],"body":[27],"and":[28,115,117,142],"give":[29],"subsequent":[31],"clinical":[32,141],"assessment":[33],"of":[34,69,102,132,140,173],"status.":[37],"Although":[38],"various":[39],"works":[40],"have":[41,75],"tried":[42],"challenging":[44],"quantitative":[45],"analysis":[46],"problem,":[47],"it":[48,136],"still":[50],"difficult":[51],"conduct":[53],"precise":[54],"automatic":[55],"segmentation,":[56],"especially":[57],"soft":[59],"tissue":[60],"organs.":[61],"In":[62],"this":[63,90],"decade,":[64],"with":[65],"increased":[67],"amount":[68],"available":[70],"datasets,":[71],"deep":[72,86],"learning-based":[73],"networks":[74],"achieved":[76,180],"remarkable":[77],"performance":[78,131],"image":[80],"processing.":[81],"Inspired":[82],"by":[83],"state-of-the-art":[85],"learning":[87],"works,":[88],"paper,":[91],"we":[92,134],"propose":[93],"end-to-end":[95],"multi-layer":[96],"network":[97],"named":[98],"RCGA-Net.":[99],"It":[100],"consists":[101],"encoder-decoder":[104],"backbone":[105],"that":[106,154],"integrates":[107],"coordinate":[109],"attention":[110],"mechanism":[111],"based":[112],"on":[113,175],"space":[114],"channel":[116],"global":[119],"context":[120],"extraction":[121],"module":[122],"highlight":[124],"more":[125],"valuable":[126],"information.":[127],"To":[128],"evaluate":[129],"RCGA-Net,":[133],"apply":[135],"different":[138],"kinds":[139],"experimental":[143],"MIS":[144],"tasks":[145],"testify":[147],"its":[148],"generalization":[149],"ability.":[150],"Extensive":[151],"experiments":[152],"represent":[153],"our":[155],"schema":[156],"has":[157,179],"taken":[158],"outperform":[160],"or":[161],"compatible":[162],"results":[163],"among":[164],"comparison":[166],"methods":[167],"group.":[168],"Specifically,":[169],"numeric":[171],"result":[172],"RCGA-Net":[174],"pulmonary":[177],"dataset":[178],"99.12%":[182],"optimum":[183],"F1-score.":[184]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
