{"id":"https://openalex.org/W4400490414","doi":"https://doi.org/10.1109/cscwd61410.2024.10580663","title":"Medical Image Segmentation Use Convolutional Attention Augmentation TransUNet with Skip Connection Enhancement","display_name":"Medical Image Segmentation Use Convolutional Attention Augmentation TransUNet with Skip Connection Enhancement","publication_year":2024,"publication_date":"2024-05-08","ids":{"openalex":"https://openalex.org/W4400490414","doi":"https://doi.org/10.1109/cscwd61410.2024.10580663"},"language":"en","primary_location":{"id":"doi:10.1109/cscwd61410.2024.10580663","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/cscwd61410.2024.10580663","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 27th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","raw_type":"proceedings-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/A5020611791","display_name":"Qingzhi Zou","orcid":null},"institutions":[{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qingzhi Zou","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China"],"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102993611","display_name":"Jing Zhao","orcid":"https://orcid.org/0000-0002-8169-2867"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Zhao","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China"],"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100351350","display_name":"Ming Li","orcid":"https://orcid.org/0000-0001-9017-2057"},"institutions":[{"id":"https://openalex.org/I134738993","display_name":"Shandong University of Traditional Chinese Medicine","ror":"https://ror.org/0523y5c19","country_code":"CN","type":"education","lineage":["https://openalex.org/I134738993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming Li","raw_affiliation_strings":["Shandong University of Traditional Chinese Medicine,School of Intelligence and Information Engineering,Jinan,China"],"affiliations":[{"raw_affiliation_string":"Shandong University of Traditional Chinese Medicine,School of Intelligence and Information Engineering,Jinan,China","institution_ids":["https://openalex.org/I134738993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100411118","display_name":"Ling Chen","orcid":"https://orcid.org/0000-0002-5291-7932"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ling Chen","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China"],"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101924090","display_name":"Lin Yuan","orcid":"https://orcid.org/0000-0002-9694-8191"},"institutions":[{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Yuan","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China"],"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108953607","display_name":"Ronghuan Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ronghuan Zhang","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China"],"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101236793","display_name":"Yushuai Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yushuai Hu","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China"],"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5020611791"],"corresponding_institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11358486,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1710","last_page":"1715"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9225999712944031,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9225999712944031,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6902368068695068},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.6186326146125793},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5773922801017761},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5666972994804382},{"id":"https://openalex.org/keywords/image-enhancement","display_name":"Image enhancement","score":0.5356162786483765},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5102531909942627},{"id":"https://openalex.org/keywords/connection","display_name":"Connection (principal bundle)","score":0.45781177282333374},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.35684406757354736},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11786660552024841}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6902368068695068},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.6186326146125793},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5773922801017761},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5666972994804382},{"id":"https://openalex.org/C3017601658","wikidata":"https://www.wikidata.org/wiki/Q545981","display_name":"Image enhancement","level":3,"score":0.5356162786483765},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5102531909942627},{"id":"https://openalex.org/C13355873","wikidata":"https://www.wikidata.org/wiki/Q2920850","display_name":"Connection (principal bundle)","level":2,"score":0.45781177282333374},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.35684406757354736},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11786660552024841},{"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:10.1109/cscwd61410.2024.10580663","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/cscwd61410.2024.10580663","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 27th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","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":21,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2288892845","https://openalex.org/W2798122215","https://openalex.org/W2804047627","https://openalex.org/W2923997689","https://openalex.org/W2981994674","https://openalex.org/W2996290406","https://openalex.org/W3015788359","https://openalex.org/W3040396712","https://openalex.org/W3094502228","https://openalex.org/W3127751679","https://openalex.org/W3138516171","https://openalex.org/W3161081823","https://openalex.org/W3198035652","https://openalex.org/W3199613405","https://openalex.org/W3203480968","https://openalex.org/W4289752563","https://openalex.org/W4321232185","https://openalex.org/W6784333009","https://openalex.org/W6790275670","https://openalex.org/W6801589178"],"related_works":["https://openalex.org/W587735977","https://openalex.org/W1978142926","https://openalex.org/W3157395178","https://openalex.org/W184455116","https://openalex.org/W2058473748","https://openalex.org/W1522196789","https://openalex.org/W2949816130","https://openalex.org/W2138806349","https://openalex.org/W4362679294","https://openalex.org/W4375869153"],"abstract_inverted_index":{"The":[0,24,184],"primary":[1],"objective":[2],"of":[3,10,79,158,170,174],"medical":[4,17,22,28],"image":[5,29],"segmentation":[6,30],"is":[7],"the":[8,39,75,111,148,159,162,168,172,198],"isolation":[9],"pathological":[11],"tissues":[12],"and":[13,35,97,101,106,133,181],"distinct":[14],"organs":[15],"from":[16,91,104,155],"images,":[18],"thereby":[19],"assisting":[20],"in":[21,42,54],"diagnosis.":[23],"methods":[25],"employed":[26],"for":[27],"encompass":[31],"convolutional":[32,72,94,125],"neural":[33,95],"networks":[34,96],"transformer-based":[36],"methods.":[37,200],"Although":[38],"self-attention":[40],"mechanism":[41],"Transformers":[43],"improves":[44],"its":[45],"capability":[46],"to":[47,66,98,151,177],"capture":[48],"long-range":[49],"dependencies,":[50],"it":[51],"have":[52,143],"limitations":[53],"learning":[55],"local":[56,89,132],"(contextual)":[57],"relationships":[58],"between":[59],"pixels.":[60],"Some":[61],"previous":[62],"research":[63],"has":[64],"tried":[65],"solve":[67],"this":[68],"problem":[69],"by":[70,136],"incorporating":[71],"layers":[73],"into":[74,147],"encoder":[76,160],"or":[77],"decoder":[78],"transformers,":[80],"but":[81],"sometimes":[82],"feature":[83,153],"inconsistencies":[84],"arise.":[85],"To":[86],"better":[87],"extract":[88],"features":[90,103,135,176],"images":[92],"using":[93],"fuse":[99],"low-resolution":[100],"high-resolution":[102],"higher-level":[105],"lower":[107],"features,":[108],"we":[109,122,142,166],"propose":[110,123],"Convolutional":[112],"Attention":[113],"Augmentation":[114],"TransUNet":[115],"(CAA-TransUNet)":[116],"model.":[117],"In":[118],"our":[119,193],"model,":[120],"firstly,":[121],"a":[124],"attention":[126,145],"augmentation":[127],"module":[128],"that":[129,192],"enhances":[130],"both":[131],"global":[134],"suppressing":[137],"irrelevant":[138],"background":[139],"information.":[140],"Secondly,":[141],"integrated":[144],"gates":[146],"skip":[149],"connections":[150],"aggregate":[152],"information":[154],"various":[156],"stages":[157],"during":[161],"upsampling":[163],"process.":[164],"Finally,":[165],"employ":[167],"technique":[169],"aggregating":[171],"loss":[173],"multi-stage":[175],"expedite":[178],"convergence":[179],"speed":[180],"enhance":[182],"performance.":[183],"experimental":[185],"results":[186],"on":[187],"three":[188],"public":[189],"datasets":[190],"demonstrate":[191],"proposed":[194],"model":[195],"significantly":[196],"outperforms":[197],"baseline":[199]},"counts_by_year":[],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}