{"id":"https://openalex.org/W4399571984","doi":"https://doi.org/10.1109/tim.2024.3413130","title":"TransSea: Hybrid CNN\u2013Transformer With Semantic Awareness for 3-D Brain Tumor Segmentation","display_name":"TransSea: Hybrid CNN\u2013Transformer With Semantic Awareness for 3-D Brain Tumor Segmentation","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4399571984","doi":"https://doi.org/10.1109/tim.2024.3413130"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3413130","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3413130","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Instrumentation and Measurement","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/A5100618357","display_name":"Y\u00fc Liu","orcid":"https://orcid.org/0000-0003-2211-3535"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yu Liu","raw_affiliation_strings":["Department of Biomedical Engineering and Anhui Province Key Laboratory of Measuring Theory and Precision Instrument, Hefei University of Technology, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0003-2211-3535","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering and Anhui Province Key Laboratory of Measuring Theory and Precision Instrument, Hefei University of Technology, Hefei, China","institution_ids":["https://openalex.org/I16365422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099101993","display_name":"Yize Ma","orcid":"https://orcid.org/0009-0005-3221-7022"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yize Ma","raw_affiliation_strings":["Department of Biomedical Engineering and Anhui Province Key Laboratory of Measuring Theory and Precision Instrument, Hefei University of Technology, Hefei, China"],"raw_orcid":"https://orcid.org/0009-0005-3221-7022","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering and Anhui Province Key Laboratory of Measuring Theory and Precision Instrument, Hefei University of Technology, Hefei, China","institution_ids":["https://openalex.org/I16365422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079239707","display_name":"Zhiqin Zhu","orcid":"https://orcid.org/0000-0002-3883-2529"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiqin Zhu","raw_affiliation_strings":["College of Automation, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-3883-2529","affiliations":[{"raw_affiliation_string":"College of Automation, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029209486","display_name":"Juan Cheng","orcid":"https://orcid.org/0000-0003-1206-1698"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Juan Cheng","raw_affiliation_strings":["Department of Biomedical Engineering and Anhui Province Key Laboratory of Measuring Theory and Precision Instrument, Hefei University of Technology, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0003-1206-1698","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering and Anhui Province Key Laboratory of Measuring Theory and Precision Instrument, Hefei University of Technology, Hefei, China","institution_ids":["https://openalex.org/I16365422"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100451602","display_name":"Xun Chen","orcid":"https://orcid.org/0000-0002-4922-8116"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xun Chen","raw_affiliation_strings":["Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-4922-8116","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100618357"],"corresponding_institution_ids":["https://openalex.org/I16365422"],"apc_list":null,"apc_paid":null,"fwci":10.4747,"has_fulltext":false,"cited_by_count":46,"citation_normalized_percentile":{"value":0.98849673,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"73","issue":null,"first_page":"16","last_page":"31"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9980000257492065,"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":0.9980000257492065,"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"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9300000071525574,"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"}},{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.9243999719619751,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6361818313598633},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5628232955932617},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5584850311279297},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.47587743401527405},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47274908423423767},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.36862295866012573},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.34292107820510864},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.20638436079025269},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20448443293571472},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.08280327916145325}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6361818313598633},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5628232955932617},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5584850311279297},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.47587743401527405},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47274908423423767},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.36862295866012573},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.34292107820510864},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.20638436079025269},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20448443293571472},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.08280327916145325}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2024.3413130","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3413130","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4796041494","display_name":null,"funder_award_id":"U23A20294","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4945367125","display_name":null,"funder_award_id":"62176081","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5399244241","display_name":null,"funder_award_id":"62171176","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6377098239","display_name":null,"funder_award_id":"CSTB2022TIAD-KPX0039","funder_id":"https://openalex.org/F4320336569","funder_display_name":"Shenzhen Science and Technology Innovation Program"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320336569","display_name":"Shenzhen Science and Technology Innovation Program","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":82,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W2122264932","https://openalex.org/W2183341477","https://openalex.org/W2464708700","https://openalex.org/W2531409750","https://openalex.org/W2598666589","https://openalex.org/W2774320778","https://openalex.org/W2798122215","https://openalex.org/W2884436604","https://openalex.org/W2894802018","https://openalex.org/W2928374940","https://openalex.org/W2951141079","https://openalex.org/W2963046541","https://openalex.org/W2963717741","https://openalex.org/W2963727650","https://openalex.org/W2963730812","https://openalex.org/W2964067226","https://openalex.org/W2979967919","https://openalex.org/W2988396473","https://openalex.org/W2996290406","https://openalex.org/W3005971801","https://openalex.org/W3014512070","https://openalex.org/W3015788359","https://openalex.org/W3023282579","https://openalex.org/W3023803297","https://openalex.org/W3035339581","https://openalex.org/W3087507349","https://openalex.org/W3091240949","https://openalex.org/W3093427603","https://openalex.org/W3127751679","https://openalex.org/W3131500599","https://openalex.org/W3138516171","https://openalex.org/W3142164167","https://openalex.org/W3187378100","https://openalex.org/W3195135988","https://openalex.org/W3198020043","https://openalex.org/W3203313153","https://openalex.org/W3203841574","https://openalex.org/W4210786716","https://openalex.org/W4214493665","https://openalex.org/W4221163766","https://openalex.org/W4225672218","https://openalex.org/W4226039775","https://openalex.org/W4226224676","https://openalex.org/W4226530256","https://openalex.org/W4282839986","https://openalex.org/W4283080861","https://openalex.org/W4285291903","https://openalex.org/W4287100534","https://openalex.org/W4295799372","https://openalex.org/W4295940432","https://openalex.org/W4296123084","https://openalex.org/W4297426812","https://openalex.org/W4306410378","https://openalex.org/W4306734032","https://openalex.org/W4307726656","https://openalex.org/W4308491576","https://openalex.org/W4312428231","https://openalex.org/W4312560592","https://openalex.org/W4312950730","https://openalex.org/W4313007769","https://openalex.org/W4322500761","https://openalex.org/W4322707229","https://openalex.org/W4361194574","https://openalex.org/W4382317423","https://openalex.org/W4383751079","https://openalex.org/W4383753324","https://openalex.org/W4385245566","https://openalex.org/W4385453438","https://openalex.org/W4388623450","https://openalex.org/W4389133822","https://openalex.org/W4390189979","https://openalex.org/W4390278034","https://openalex.org/W4391517662","https://openalex.org/W4391693184","https://openalex.org/W6750469568","https://openalex.org/W6762396321","https://openalex.org/W6797399245","https://openalex.org/W6798128096","https://openalex.org/W6811046068","https://openalex.org/W6850787750"],"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/W3204400600"],"abstract_inverted_index":{"Accurate":[0],"segmentation":[1,111,154],"of":[2,24,85,185,215],"brain":[3,109,197],"tumors":[4],"in":[5,15,49,73,89,146,155],"multimodal":[6],"magnetic":[7],"resonance":[8],"imaging":[9],"(MRI)":[10],"plays":[11],"a":[12,70,90,96,116,136,162],"crucial":[13],"role":[14],"clinical":[16],"quantitative":[17],"assessments,":[18],"diagnostic":[19],"processes,":[20],"and":[21,38,61,67,129,178,188,201],"the":[22,55,83,123,147,159,176,183,216],"planning":[23],"therapeutic":[25],"strategies.":[26],"Both":[27],"convolutional":[28],"neural":[29],"networks":[30],"(CNNs)":[31],"with":[32,40,100],"strong":[33],"local":[34,60,130],"information":[35,187],"extraction":[36],"capacities":[37,44],"Transformers":[39,68],"excellent":[41],"global":[42,62,128],"representation":[43],"have":[45],"achieved":[46],"remarkable":[47],"performance":[48],"medical":[50,74],"image":[51,75],"segmentation.":[52,76],"However,":[53],"considering":[54],"inherent":[56],"semantic":[57,101,117,138,144,150,163,179,186],"disparities":[58],"between":[59],"features,":[63],"effectively":[64],"combining":[65],"convolutions":[66],"presents":[69],"significant":[71],"challenge":[72],"To":[77],"address":[78],"this":[79],"issue,":[80],"through":[81,149],"integrating":[82,127],"merits":[84],"these":[86],"two":[87,196],"paradigms":[88],"well-designed":[91],"encoder\u2013decoder":[92],"architecture,":[93],"we":[94],"propose":[95],"hybrid":[97],"CNN\u2013Transformer":[98],"network":[99,114],"awareness,":[102],"named":[103],"TransSea,":[104],"for":[105],"an":[106],"accurate":[107],"3-D":[108],"tumor":[110,198],"task.":[112],"Our":[113],"incorporates":[115],"mutual":[118],"attention":[119],"(SMA)":[120],"module":[121,141,166],"at":[122,223],"encoding":[124],"stage,":[125],"seamlessly":[126],"features.":[131],"Furthermore,":[132],"our":[133,205],"design":[134],"includes":[135],"multiscale":[137],"guidance":[139],"(SG)":[140],"that":[142,204],"introduces":[143],"priors":[145],"encoder":[148,177],"supervision,":[151],"enabling":[152],"focused":[153],"relevant":[156],"areas.":[157],"In":[158],"decoding":[160],"process,":[161],"integration":[164],"(SI)":[165],"is":[167],"presented":[168],"to":[169],"further":[170],"integrate":[171],"various":[172],"feature":[173],"mappings":[174],"from":[175],"priors,":[180],"thereby":[181],"enhancing":[182],"propagation":[184],"achieving":[189],"semantically":[190],"aware":[191],"querying.":[192],"Extensive":[193],"experiments":[194],"on":[195],"datasets,":[199],"BraTS2020":[200],"BraTS2021,":[202],"demonstrate":[203],"model":[206],"significantly":[207],"outperforms":[208],"existing":[209],"state-of-the-art":[210],"methods.":[211],"The":[212],"source":[213],"code":[214],"proposed":[217],"method":[218],"will":[219],"be":[220],"made":[221],"available":[222],"<uri":[224],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[225],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/yuliu316316</uri>.":[226]},"counts_by_year":[{"year":2026,"cited_by_count":13},{"year":2025,"cited_by_count":28},{"year":2024,"cited_by_count":5}],"updated_date":"2026-05-12T08:28:47.272897","created_date":"2025-10-10T00:00:00"}