{"id":"https://openalex.org/W4384159609","doi":"https://doi.org/10.1109/tip.2023.3293771","title":"nnFormer: Volumetric Medical Image Segmentation via a 3D Transformer","display_name":"nnFormer: Volumetric Medical Image Segmentation via a 3D Transformer","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4384159609","doi":"https://doi.org/10.1109/tip.2023.3293771","pmid":"https://pubmed.ncbi.nlm.nih.gov/37440404"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2023.3293771","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2023.3293771","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Image Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5100783219","display_name":"Hong-Yu Zhou","orcid":"https://orcid.org/0000-0002-1256-7050"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]},{"id":"https://openalex.org/I75867142","display_name":"Xiamen University of Technology","ror":"https://ror.org/01285e189","country_code":"CN","type":"education","lineage":["https://openalex.org/I75867142"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["CN","HK"],"is_corresponding":true,"raw_author_name":"Hong-Yu Zhou","raw_affiliation_strings":["Department of Computer Science, Xiamen University, Siming, Xiamen, China","Department of Computer Science, Xiamen University Siming District, Xiamen, Fujian Province, P.R. China","Department of Computer Science, The University of Hong Kong, Pokfulam, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Xiamen University, Siming, Xiamen, China","institution_ids":["https://openalex.org/I191208505","https://openalex.org/I75867142"]},{"raw_affiliation_string":"Department of Computer Science, Xiamen University Siming District, Xiamen, Fujian Province, P.R. China","institution_ids":["https://openalex.org/I191208505"]},{"raw_affiliation_string":"Department of Computer Science, The University of Hong Kong, Pokfulam, Hong Kong, China","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056822143","display_name":"Jiansen Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]},{"id":"https://openalex.org/I75867142","display_name":"Xiamen University of Technology","ror":"https://ror.org/01285e189","country_code":"CN","type":"education","lineage":["https://openalex.org/I75867142"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiansen Guo","raw_affiliation_strings":["Department of Computer Science, Xiamen University, Siming, Xiamen, China","Department of Computer Science, Xiamen University Siming District, Xiamen, Fujian Province, P.R. China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Xiamen University, Siming, Xiamen, China","institution_ids":["https://openalex.org/I191208505","https://openalex.org/I75867142"]},{"raw_affiliation_string":"Department of Computer Science, Xiamen University Siming District, Xiamen, Fujian Province, P.R. China","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101638514","display_name":"Yinghao Zhang","orcid":"https://orcid.org/0009-0007-5165-4898"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]},{"id":"https://openalex.org/I75867142","display_name":"Xiamen University of Technology","ror":"https://ror.org/01285e189","country_code":"CN","type":"education","lineage":["https://openalex.org/I75867142"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yinghao Zhang","raw_affiliation_strings":["Department of Computer Science, Xiamen University, Siming, Xiamen, China","Department of Computer Science, Xiamen University Siming District, Xiamen, Fujian Province, P.R. China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Xiamen University, Siming, Xiamen, China","institution_ids":["https://openalex.org/I191208505","https://openalex.org/I75867142"]},{"raw_affiliation_string":"Department of Computer Science, Xiamen University Siming District, Xiamen, Fujian Province, P.R. China","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042771880","display_name":"Xiaoguang Han","orcid":"https://orcid.org/0000-0003-0162-3296"},"institutions":[{"id":"https://openalex.org/I4210099586","display_name":"Shenzhen Research Institute of Big Data","ror":"https://ror.org/00z1gwf89","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210099586"]},{"id":"https://openalex.org/I4210116924","display_name":"Chinese University of Hong Kong, Shenzhen","ror":"https://ror.org/02d5ks197","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633","https://openalex.org/I180726961","https://openalex.org/I4210116924"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoguang Han","raw_affiliation_strings":["Shenzhen Research Institute of Big Data, The Chinese University of Hong Kong (Shenzhen), Shenzhen, China","Shenzhen Research Institute of Big Data, The Chinese University of Hong Kong (Shenzhen), Shenzhen, Guangdong Province, P.R. China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Research Institute of Big Data, The Chinese University of Hong Kong (Shenzhen), Shenzhen, China","institution_ids":["https://openalex.org/I4210116924","https://openalex.org/I4210099586"]},{"raw_affiliation_string":"Shenzhen Research Institute of Big Data, The Chinese University of Hong Kong (Shenzhen), Shenzhen, Guangdong Province, P.R. China","institution_ids":["https://openalex.org/I4210116924","https://openalex.org/I4210099586"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012581106","display_name":"Lequan Yu","orcid":"https://orcid.org/0000-0002-9315-6527"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Lequan Yu","raw_affiliation_strings":["Department of Statistics and Actuarial Science, The University of Hong Kong, Pokfulam, Hong Kong","Department of Statistics and Actuarial Science, The University of Hong Kong, Pokfulam, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Department of Statistics and Actuarial Science, The University of Hong Kong, Pokfulam, Hong Kong","institution_ids":["https://openalex.org/I889458895"]},{"raw_affiliation_string":"Department of Statistics and Actuarial Science, The University of Hong Kong, Pokfulam, Hong Kong, China","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100613491","display_name":"Liansheng Wang","orcid":"https://orcid.org/0000-0002-2096-454X"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]},{"id":"https://openalex.org/I75867142","display_name":"Xiamen University of Technology","ror":"https://ror.org/01285e189","country_code":"CN","type":"education","lineage":["https://openalex.org/I75867142"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liansheng Wang","raw_affiliation_strings":["Department of Computer Science, Xiamen University, Siming, Xiamen, China","Department of Computer Science, Xiamen University Siming District, Xiamen, Fujian Province, P.R. China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Xiamen University, Siming, Xiamen, China","institution_ids":["https://openalex.org/I191208505","https://openalex.org/I75867142"]},{"raw_affiliation_string":"Department of Computer Science, Xiamen University Siming District, Xiamen, Fujian Province, P.R. China","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108557359","display_name":"Yizhou Yu","orcid":"https://orcid.org/0000-0002-0470-5548"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yizhou Yu","raw_affiliation_strings":["Department of Computer Science, The University of Hong Kong, Pokfulam, Hong Kong","Department of Computer Science, The University of Hong Kong, Pokfulam, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, The University of Hong Kong, Pokfulam, Hong Kong","institution_ids":["https://openalex.org/I889458895"]},{"raw_affiliation_string":"Department of Computer Science, The University of Hong Kong, Pokfulam, Hong Kong, China","institution_ids":["https://openalex.org/I889458895"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100783219"],"corresponding_institution_ids":["https://openalex.org/I191208505","https://openalex.org/I75867142","https://openalex.org/I889458895"],"apc_list":null,"apc_paid":null,"fwci":67.0925,"has_fulltext":false,"cited_by_count":564,"citation_normalized_percentile":{"value":0.99956939,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"32","issue":null,"first_page":"4036","last_page":"4045"},"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/T14510","display_name":"Medical Imaging and Analysis","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9977999925613403,"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":0.7499285936355591},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.7185546159744263},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.6657711863517761},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6158060431480408},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5881078243255615},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5734770894050598},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.49761512875556946},{"id":"https://openalex.org/keywords/encode","display_name":"ENCODE","score":0.47151267528533936},{"id":"https://openalex.org/keywords/concatenation","display_name":"Concatenation (mathematics)","score":0.41466042399406433},{"id":"https://openalex.org/keywords/context-model","display_name":"Context model","score":0.4112166166305542},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.391730397939682},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3209129571914673},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09260055422782898},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08572366833686829}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7499285936355591},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.7185546159744263},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.6657711863517761},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6158060431480408},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5881078243255615},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5734770894050598},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.49761512875556946},{"id":"https://openalex.org/C66746571","wikidata":"https://www.wikidata.org/wiki/Q1134833","display_name":"ENCODE","level":3,"score":0.47151267528533936},{"id":"https://openalex.org/C87619178","wikidata":"https://www.wikidata.org/wiki/Q126002","display_name":"Concatenation (mathematics)","level":2,"score":0.41466042399406433},{"id":"https://openalex.org/C183322885","wikidata":"https://www.wikidata.org/wiki/Q17007702","display_name":"Context model","level":3,"score":0.4112166166305542},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.391730397939682},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3209129571914673},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09260055422782898},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08572366833686829},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2023.3293771","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2023.3293771","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Image Processing","raw_type":"journal-article"},{"id":"pmid:37440404","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37440404","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on image processing : a publication of the IEEE Signal Processing Society","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.800000011920929}],"awards":[{"id":"https://openalex.org/G4156630873","display_name":null,"funder_award_id":"STI2030-Major Projects2021ZD0201900","funder_id":"https://openalex.org/F4320321540","funder_display_name":"Ministry of Science and Technology of the People's Republic of China"}],"funders":[{"id":"https://openalex.org/F4320321540","display_name":"Ministry of Science and Technology of the People's Republic of China","ror":"https://ror.org/027s68j25"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W1641498739","https://openalex.org/W1901129140","https://openalex.org/W2097117768","https://openalex.org/W2112796928","https://openalex.org/W2194775991","https://openalex.org/W2412782625","https://openalex.org/W2804047627","https://openalex.org/W2899663614","https://openalex.org/W2949846184","https://openalex.org/W2963604034","https://openalex.org/W3014974815","https://openalex.org/W3044256341","https://openalex.org/W3096609285","https://openalex.org/W3112701542","https://openalex.org/W3127751679","https://openalex.org/W3132503749","https://openalex.org/W3134565071","https://openalex.org/W3138516171","https://openalex.org/W3160284783","https://openalex.org/W3168491317","https://openalex.org/W3170841864","https://openalex.org/W3172681723","https://openalex.org/W3178812510","https://openalex.org/W3182372246","https://openalex.org/W3186019569","https://openalex.org/W3187378100","https://openalex.org/W3199613405","https://openalex.org/W3203480968","https://openalex.org/W3203841574","https://openalex.org/W3204166336","https://openalex.org/W3204255739","https://openalex.org/W3204700807","https://openalex.org/W3205875138","https://openalex.org/W3209987414","https://openalex.org/W3213233983","https://openalex.org/W4212875960","https://openalex.org/W4221163766","https://openalex.org/W4297812995","https://openalex.org/W4312428231","https://openalex.org/W4313156423","https://openalex.org/W4313527261","https://openalex.org/W4313591097","https://openalex.org/W4385245566","https://openalex.org/W6639824700","https://openalex.org/W6729983426","https://openalex.org/W6739901393","https://openalex.org/W6755977528","https://openalex.org/W6778485988","https://openalex.org/W6780226713","https://openalex.org/W6790275670","https://openalex.org/W6791481479","https://openalex.org/W6795297120","https://openalex.org/W6795435739","https://openalex.org/W6796370697","https://openalex.org/W6797326647","https://openalex.org/W6797395470","https://openalex.org/W6797629065","https://openalex.org/W6799370480","https://openalex.org/W6801589178","https://openalex.org/W6803870738","https://openalex.org/W6850848131"],"related_works":["https://openalex.org/W2373577936","https://openalex.org/W3095575180","https://openalex.org/W2389596151","https://openalex.org/W4221148444","https://openalex.org/W4226054107","https://openalex.org/W4387678054","https://openalex.org/W2468279273","https://openalex.org/W4306784355","https://openalex.org/W2784004155","https://openalex.org/W4246226292"],"abstract_inverted_index":{"Transformer,":[0],"the":[1,14,19,84,114,144],"model":[2,178],"of":[3,42,86,183],"choice":[4],"for":[5,75],"natural":[6],"language":[7],"processing,":[8],"has":[9],"drawn":[10],"scant":[11],"attention":[12,111],"from":[13],"medical":[15,77,150],"imaging":[16],"community.":[17],"Given":[18],"ability":[20],"to":[21,28,34,54,101,108,112,142,174],"exploit":[22],"long-term":[23],"dependencies,":[24],"transformers":[25,50],"are":[26,171,185],"promising":[27],"help":[29,55],"atypical":[30],"convolutional":[31,60],"neural":[32],"networks":[33],"learn":[35,102],"more":[36,161],"contextualized":[37],"visual":[38],"representations.":[39,61,104],"However,":[40],"most":[41,145],"recently":[43],"proposed":[44],"transformer-based":[45,132],"segmentation":[46,151],"approaches":[47],"simply":[48],"treated":[49],"as":[51],"assisted":[52],"modules":[53],"encode":[56],"global":[57,97],"context":[58],"into":[59],"To":[62],"address":[63],"this":[64],"issue,":[65],"we":[66,165],"introduce":[67],"nnFormer":[68,80,106,128,153,168,184],"(i.e.,":[69],"not-another":[70],"transFormer),":[71],"a":[72],"3D":[73,149],"transformer":[74],"volumetric":[76],"image":[78],"segmentation.":[79],"not":[81],"only":[82],"exploits":[83],"combination":[85],"interleaved":[87],"convolution":[88],"and":[89,96,158,169,181],"self-attention":[90,99],"operations,":[91],"but":[92],"also":[93],"introduces":[94],"local":[95],"volume-based":[98],"mechanism":[100],"volume":[103],"Moreover,":[105],"proposes":[107],"use":[109],"skip":[110,119],"replace":[113],"traditional":[115],"concatenation/summation":[116],"operations":[117],"in":[118,121,177],"connections":[120],"U-Net":[122],"like":[123],"architecture.":[124],"Experiments":[125],"show":[126,166],"that":[127,167],"significantly":[129,155],"outperforms":[130],"previous":[131],"counterparts":[133],"by":[134],"large":[135],"margins":[136],"on":[137],"three":[138],"public":[139],"datasets.":[140],"Compared":[141],"nnUNet,":[143],"widely":[146],"recognized":[147],"convnet-based":[148],"model,":[152],"produces":[154],"lower":[156],"HD95":[157],"is":[159],"much":[160],"computationally":[162],"efficient.":[163],"Furthermore,":[164],"nnUNet":[170],"highly":[172],"complementary":[173],"each":[175],"other":[176],"ensembling.":[179],"Codes":[180],"models":[182],"available":[186],"at":[187],"https://git.io/JSf3i.":[188]},"counts_by_year":[{"year":2026,"cited_by_count":71},{"year":2025,"cited_by_count":326},{"year":2024,"cited_by_count":155},{"year":2023,"cited_by_count":12}],"updated_date":"2026-04-15T08:11:43.952461","created_date":"2025-10-10T00:00:00"}
