{"id":"https://openalex.org/W4388676692","doi":"https://doi.org/10.1109/tnse.2023.3332810","title":"Collaborative Attention Guided Multi-Scale Feature Fusion Network for Medical Image Segmentation","display_name":"Collaborative Attention Guided Multi-Scale Feature Fusion Network for Medical Image Segmentation","publication_year":2023,"publication_date":"2023-11-14","ids":{"openalex":"https://openalex.org/W4388676692","doi":"https://doi.org/10.1109/tnse.2023.3332810"},"language":"en","primary_location":{"id":"doi:10.1109/tnse.2023.3332810","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2023.3332810","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network Science and Engineering","raw_type":"journal-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/A5022889808","display_name":"Zhenghua Xu","orcid":"https://orcid.org/0000-0002-6719-7333"},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhenghua Xu","raw_affiliation_strings":["State Key Laboratory of Reliability and Intelligence of Electrical Equipment, School of Health Sciences and Biomedical Engineering, Hebei University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Reliability and Intelligence of Electrical Equipment, School of Health Sciences and Biomedical Engineering, Hebei University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I184843921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102921635","display_name":"Biao Tian","orcid":"https://orcid.org/0000-0002-7402-377X"},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Biao Tian","raw_affiliation_strings":["State Key Laboratory of Reliability and Intelligence of Electrical Equipment, School of Health Sciences and Biomedical Engineering, Hebei University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Reliability and Intelligence of Electrical Equipment, School of Health Sciences and Biomedical Engineering, Hebei University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I184843921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100370044","display_name":"Shijie Liu","orcid":"https://orcid.org/0009-0003-1935-1783"},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shijie Liu","raw_affiliation_strings":["State Key Laboratory of Reliability and Intelligence of Electrical Equipment, School of Health Sciences and Biomedical Engineering, Hebei University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Reliability and Intelligence of Electrical Equipment, School of Health Sciences and Biomedical Engineering, Hebei University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I184843921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101852842","display_name":"Xiangtao Wang","orcid":"https://orcid.org/0009-0000-6734-6258"},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangtao Wang","raw_affiliation_strings":["State Key Laboratory of Reliability and Intelligence of Electrical Equipment, School of Health Sciences and Biomedical Engineering, Hebei University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Reliability and Intelligence of Electrical Equipment, School of Health Sciences and Biomedical Engineering, Hebei University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I184843921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014947562","display_name":"Di Yuan","orcid":"https://orcid.org/0000-0003-2113-270X"},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Di Yuan","raw_affiliation_strings":["State Key Laboratory of Reliability and Intelligence of Electrical Equipment, School of Health Sciences and Biomedical Engineering, Hebei University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Reliability and Intelligence of Electrical Equipment, School of Health Sciences and Biomedical Engineering, Hebei University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I184843921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109440399","display_name":"Junhua Gu","orcid":"https://orcid.org/0009-0003-0982-417X"},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junhua Gu","raw_affiliation_strings":["State Key Laboratory of Reliability and Intelligence of Electrical Equipment and the School of Artificial Intelligence, Hebei University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Reliability and Intelligence of Electrical Equipment and the School of Artificial Intelligence, Hebei University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I184843921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045191293","display_name":"Junyang Chen","orcid":"https://orcid.org/0000-0002-1139-8654"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junyang Chen","raw_affiliation_strings":["College of Computer Science and Software Engineering and the Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ), Shenzhen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering and the Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ), Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091549352","display_name":"Thomas Lukasiewicz","orcid":null},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]},{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["AT","GB"],"is_corresponding":false,"raw_author_name":"Thomas Lukasiewicz","raw_affiliation_strings":["Institute of Logic and Computation, Vienna University of Technology, Vienna, Austria","Department of Computer Science, University of Oxford, Oxford, U.K"],"affiliations":[{"raw_affiliation_string":"Institute of Logic and Computation, Vienna University of Technology, Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]},{"raw_affiliation_string":"Department of Computer Science, University of Oxford, Oxford, U.K","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035919267","display_name":"Victor C. M. Leung","orcid":"https://orcid.org/0000-0003-3529-2640"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Victor C. M. Leung","raw_affiliation_strings":["College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5022889808"],"corresponding_institution_ids":["https://openalex.org/I184843921"],"apc_list":null,"apc_paid":null,"fwci":2.1647,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.89831727,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"11","issue":"2","first_page":"1857","last_page":"1871"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9991000294685364,"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":0.9991000294685364,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9986000061035156,"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6772558093070984},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6270890235900879},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5892944931983948},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5574239492416382},{"id":"https://openalex.org/keywords/image-fusion","display_name":"Image fusion","score":0.5572510361671448},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5435095429420471},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5372258424758911},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.50885009765625},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.44843217730522156},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.44042062759399414},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.40929919481277466},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.1019233763217926},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.09621182084083557}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6772558093070984},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6270890235900879},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5892944931983948},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5574239492416382},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.5572510361671448},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5435095429420471},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5372258424758911},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.50885009765625},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.44843217730522156},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.44042062759399414},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.40929919481277466},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.1019233763217926},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.09621182084083557},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnse.2023.3332810","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2023.3332810","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network Science and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.47999998927116394,"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17"}],"awards":[{"id":"https://openalex.org/G1022776785","display_name":null,"funder_award_id":"2022A1515011474","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"},{"id":"https://openalex.org/G1621732464","display_name":null,"funder_award_id":"61906063","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2935348012","display_name":null,"funder_award_id":"62102265","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3886681436","display_name":null,"funder_award_id":"202206700006","funder_id":"https://openalex.org/F4320322725","funder_display_name":"China Scholarship Council"},{"id":"https://openalex.org/G4536761785","display_name":null,"funder_award_id":"62276089","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321048","display_name":"AXA Research Fund","ror":"https://ror.org/02zxqxw53"},{"id":"https://openalex.org/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null},{"id":"https://openalex.org/F4320322725","display_name":"China Scholarship Council","ror":"https://ror.org/04atp4p48"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W2109255472","https://openalex.org/W2342591535","https://openalex.org/W2412782625","https://openalex.org/W2560023338","https://openalex.org/W2565639579","https://openalex.org/W2752782242","https://openalex.org/W2787091153","https://openalex.org/W2798122215","https://openalex.org/W2915126261","https://openalex.org/W2921406441","https://openalex.org/W2955058313","https://openalex.org/W2963091558","https://openalex.org/W2979375128","https://openalex.org/W2980844262","https://openalex.org/W2981609437","https://openalex.org/W2981689412","https://openalex.org/W2983693499","https://openalex.org/W2991682101","https://openalex.org/W2996290406","https://openalex.org/W3004492706","https://openalex.org/W3005515008","https://openalex.org/W3014641072","https://openalex.org/W3094502228","https://openalex.org/W3118974483","https://openalex.org/W3123212500","https://openalex.org/W3127316871","https://openalex.org/W3135433242","https://openalex.org/W3172681723","https://openalex.org/W3201028500","https://openalex.org/W3213767478","https://openalex.org/W4280512014","https://openalex.org/W4289752563","https://openalex.org/W4294305479","https://openalex.org/W4306647851","https://openalex.org/W4313530576","https://openalex.org/W4319002830","https://openalex.org/W4322766489","https://openalex.org/W4323051362","https://openalex.org/W4366748111","https://openalex.org/W4376620269","https://openalex.org/W4377042887","https://openalex.org/W4380074681","https://openalex.org/W4382372240","https://openalex.org/W4385245566","https://openalex.org/W6750469568","https://openalex.org/W6759274242","https://openalex.org/W6784333009","https://openalex.org/W6797162190","https://openalex.org/W6797399245"],"related_works":["https://openalex.org/W4379231730","https://openalex.org/W3147584709","https://openalex.org/W4389858081","https://openalex.org/W2501551404","https://openalex.org/W4298131179","https://openalex.org/W2977677679","https://openalex.org/W2113201962","https://openalex.org/W1522196789","https://openalex.org/W4367060753","https://openalex.org/W4379141755"],"abstract_inverted_index":{"Medical":[0],"image":[1,80,187,197],"segmentation":[2,198],"is":[3,93,128],"an":[4,156],"important":[5,97,147],"and":[6,37,47,60,100,104,124,150,160,177],"complex":[7],"task":[8],"in":[9,22,53,108,174],"clinical":[10,24],"practices,":[11],"but":[12],"the":[13,42,122,133,146,152,168,194],"widely":[14],"used":[15,51,165],"U-Net":[16,32,73],"usually":[17,50],"cannot":[18],"achieve":[19],"satisfactory":[20],"performances":[21],"some":[23,28],"challenging":[25],"cases.":[26],"Therefore,":[27],"advanced":[29],"variants":[30],"of":[31],"are":[33,49,164],"proposed":[34,94],"using":[35],"multi-scale":[36,46,66,88,102,134,140,148],"attention":[38,48,64,86,117],"mechanisms.":[39],"Different":[40],"from":[41],"existing":[43],"works":[44],"where":[45,82],"independently,":[52],"this":[54],"work,":[55],"we":[56],"integrate":[57],"them":[58],"together":[59],"propose":[61],"a":[62,83,114,139],"collaborative":[63,85,116],"guided":[65,87],"feature":[67,89,135,171],"fusion":[68,90],"with":[69,132],"enhanced":[70,161],"convolution":[71,162],"based":[72],"(EC-CaM-UNet)":[74],"model":[75,109],"for":[76],"more":[77],"accurate":[78],"medical":[79,186,196],"segmentation,":[81],"novel":[84],"(CoAG-MuSFu)":[91],"module":[92],"to":[95,120,143,166],"highlight":[96,145],"(but":[98],"small":[99],"unremarkable)":[101],"features":[103,149],"suppress":[105,151],"irrelevant":[106,153],"ones":[107],"learning.":[110],"Specifically,":[111],"CoAG-MuSF":[112],"uses":[113],"multi-dimensional":[115],"(CoA)":[118],"block":[119,142],"estimate":[121],"local":[123],"global":[125],"self-attention,":[126],"which":[127],"then":[129],"deeply":[130],"fused":[131],"maps":[136],"generated":[137],"by":[138],"(MuS)":[141],"better":[144],"ones.":[154],"Furthermore,":[155],"additional":[157],"supervision":[158],"path":[159],"blocks":[163],"enhance":[167],"deep":[169,176],"model's":[170],"learning":[172],"ability":[173],"both":[175],"shallow":[178],"features,":[179],"respectively.":[180],"Experimental":[181],"results":[182],"on":[183],"three":[184],"public":[185],"datasets":[188],"show":[189],"that":[190],"EC-CaM-UNet":[191],"greatly":[192],"outperforms":[193],"state-of-the-art":[195],"baselines.":[199],"The":[200],"codes":[201],"will":[202],"be":[203],"released":[204],"after":[205],"acceptance.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-31T07:56:22.981413","created_date":"2025-10-10T00:00:00"}
