{"id":"https://openalex.org/W4308235816","doi":"https://doi.org/10.1109/icip46576.2022.9897941","title":"Residual Swin Transformer Unet with Consistency Regularization for Automatic Breast Ultrasound Tumor Segmentation","display_name":"Residual Swin Transformer Unet with Consistency Regularization for Automatic Breast Ultrasound Tumor Segmentation","publication_year":2022,"publication_date":"2022-10-16","ids":{"openalex":"https://openalex.org/W4308235816","doi":"https://doi.org/10.1109/icip46576.2022.9897941"},"language":"en","primary_location":{"id":"doi:10.1109/icip46576.2022.9897941","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip46576.2022.9897941","pdf_url":null,"source":{"id":"https://openalex.org/S4363607719","display_name":"2022 IEEE International Conference on Image Processing (ICIP)","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":"2022 IEEE International Conference on Image Processing (ICIP)","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/A5007384127","display_name":"Xianwei Zhuang","orcid":"https://orcid.org/0009-0004-4392-6126"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xianwei Zhuang","raw_affiliation_strings":["Zhejiang University,College of Information Science and Electronic Engineering,Hangzhou,China","College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Zhejiang University,College of Information Science and Electronic Engineering,Hangzhou,China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064459439","display_name":"Xiner Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiner Zhu","raw_affiliation_strings":["Zhejiang University,College of Information Science and Electronic Engineering,Hangzhou,China","College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Zhejiang University,College of Information Science and Electronic Engineering,Hangzhou,China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017732456","display_name":"Haoji Hu","orcid":"https://orcid.org/0000-0001-6048-6549"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoji Hu","raw_affiliation_strings":["Zhejiang University,College of Information Science and Electronic Engineering,Hangzhou,China","College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Zhejiang University,College of Information Science and Electronic Engineering,Hangzhou,China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101464165","display_name":"Jincao Yao","orcid":"https://orcid.org/0000-0003-1543-6010"},"institutions":[{"id":"https://openalex.org/I4210141458","display_name":"Cancer Hospital of Chinese Academy of Medical Sciences","ror":"https://ror.org/03x937183","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210141458"]},{"id":"https://openalex.org/I4210098734","display_name":"Zhejiang Cancer Hospital","ror":"https://ror.org/0144s0951","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210098734"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jincao Yao","raw_affiliation_strings":["Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital),Hangzhou,China","Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital), Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital),Hangzhou,China","institution_ids":["https://openalex.org/I4210141458","https://openalex.org/I4210098734"]},{"raw_affiliation_string":"Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital), Hangzhou, China","institution_ids":["https://openalex.org/I4210098734","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100689763","display_name":"Wei Li","orcid":"https://orcid.org/0000-0001-7367-4178"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210098734","display_name":"Zhejiang Cancer Hospital","ror":"https://ror.org/0144s0951","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210098734"]},{"id":"https://openalex.org/I4210141458","display_name":"Cancer Hospital of Chinese Academy of Medical Sciences","ror":"https://ror.org/03x937183","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210141458"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Li","raw_affiliation_strings":["Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital),Hangzhou,China","Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital), Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital),Hangzhou,China","institution_ids":["https://openalex.org/I4210141458","https://openalex.org/I4210098734"]},{"raw_affiliation_string":"Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital), Hangzhou, China","institution_ids":["https://openalex.org/I4210098734","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100602455","display_name":"Yang Chen","orcid":"https://orcid.org/0009-0008-5752-1639"},"institutions":[{"id":"https://openalex.org/I4210098734","display_name":"Zhejiang Cancer Hospital","ror":"https://ror.org/0144s0951","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210098734"]},{"id":"https://openalex.org/I4210141458","display_name":"Cancer Hospital of Chinese Academy of Medical Sciences","ror":"https://ror.org/03x937183","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210141458"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chen Yang","raw_affiliation_strings":["Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital),Hangzhou,China","Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital), Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital),Hangzhou,China","institution_ids":["https://openalex.org/I4210141458","https://openalex.org/I4210098734"]},{"raw_affiliation_string":"Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital), Hangzhou, China","institution_ids":["https://openalex.org/I4210098734","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100402281","display_name":"Liping Wang","orcid":"https://orcid.org/0000-0003-3049-9917"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210098734","display_name":"Zhejiang Cancer Hospital","ror":"https://ror.org/0144s0951","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210098734"]},{"id":"https://openalex.org/I4210141458","display_name":"Cancer Hospital of Chinese Academy of Medical Sciences","ror":"https://ror.org/03x937183","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210141458"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liping Wang","raw_affiliation_strings":["Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital),Hangzhou,China","Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital), Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital),Hangzhou,China","institution_ids":["https://openalex.org/I4210141458","https://openalex.org/I4210098734"]},{"raw_affiliation_string":"Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital), Hangzhou, China","institution_ids":["https://openalex.org/I4210098734","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110842335","display_name":"Na Feng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210098734","display_name":"Zhejiang Cancer Hospital","ror":"https://ror.org/0144s0951","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210098734"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210141458","display_name":"Cancer Hospital of Chinese Academy of Medical Sciences","ror":"https://ror.org/03x937183","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210141458"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Na Feng","raw_affiliation_strings":["Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital),Hangzhou,China","Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital), Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital),Hangzhou,China","institution_ids":["https://openalex.org/I4210141458","https://openalex.org/I4210098734"]},{"raw_affiliation_string":"Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital), Hangzhou, China","institution_ids":["https://openalex.org/I4210098734","https://openalex.org/I4210165038"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068732609","display_name":"Dong Xu","orcid":"https://orcid.org/0000-0002-0583-240X"},"institutions":[{"id":"https://openalex.org/I4210141458","display_name":"Cancer Hospital of Chinese Academy of Medical Sciences","ror":"https://ror.org/03x937183","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210141458"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210098734","display_name":"Zhejiang Cancer Hospital","ror":"https://ror.org/0144s0951","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210098734"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dong Xu","raw_affiliation_strings":["Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital),Hangzhou,China","Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital), Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital),Hangzhou,China","institution_ids":["https://openalex.org/I4210141458","https://openalex.org/I4210098734"]},{"raw_affiliation_string":"Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital), Hangzhou, China","institution_ids":["https://openalex.org/I4210098734","https://openalex.org/I4210165038"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5007384127"],"corresponding_institution_ids":["https://openalex.org/I76130692"],"apc_list":null,"apc_paid":null,"fwci":0.831,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.74504417,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9998999834060669,"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/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"}},{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9959999918937683,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6836942434310913},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6650879383087158},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.662773847579956},{"id":"https://openalex.org/keywords/breast-ultrasound","display_name":"Breast ultrasound","score":0.6402477622032166},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.6096473932266235},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.5506935119628906},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5460590720176697},{"id":"https://openalex.org/keywords/scale-space-segmentation","display_name":"Scale-space segmentation","score":0.49834632873535156},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.47011294960975647},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.43588370084762573},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.34961384534835815},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.11105424165725708},{"id":"https://openalex.org/keywords/mammography","display_name":"Mammography","score":0.10525599122047424},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.09335824847221375}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6836942434310913},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6650879383087158},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.662773847579956},{"id":"https://openalex.org/C2777423100","wikidata":"https://www.wikidata.org/wiki/Q1888238","display_name":"Breast ultrasound","level":5,"score":0.6402477622032166},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.6096473932266235},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.5506935119628906},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5460590720176697},{"id":"https://openalex.org/C65885262","wikidata":"https://www.wikidata.org/wiki/Q7429708","display_name":"Scale-space segmentation","level":4,"score":0.49834632873535156},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.47011294960975647},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.43588370084762573},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.34961384534835815},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.11105424165725708},{"id":"https://openalex.org/C2780472235","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Mammography","level":4,"score":0.10525599122047424},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.09335824847221375},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icip46576.2022.9897941","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip46576.2022.9897941","pdf_url":null,"source":{"id":"https://openalex.org/S4363607719","display_name":"2022 IEEE International Conference on Image Processing (ICIP)","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":"2022 IEEE International Conference on Image Processing (ICIP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.75,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1959608418","https://openalex.org/W1988819287","https://openalex.org/W2798122215","https://openalex.org/W2922512202","https://openalex.org/W2962914239","https://openalex.org/W2963104294","https://openalex.org/W2979433110","https://openalex.org/W3007268491","https://openalex.org/W3083779147","https://openalex.org/W3097841683","https://openalex.org/W3106904274","https://openalex.org/W3127751679","https://openalex.org/W3138516171","https://openalex.org/W3203480968","https://openalex.org/W3204235424","https://openalex.org/W3207918547","https://openalex.org/W4321232185","https://openalex.org/W4385245566","https://openalex.org/W6640963894","https://openalex.org/W6739901393","https://openalex.org/W6750469568","https://openalex.org/W6790275670","https://openalex.org/W6790859549"],"related_works":["https://openalex.org/W2185902295","https://openalex.org/W2103507220","https://openalex.org/W3144569342","https://openalex.org/W2945274617","https://openalex.org/W4313052709","https://openalex.org/W2022929107","https://openalex.org/W2055202857","https://openalex.org/W4205800335","https://openalex.org/W2758994127","https://openalex.org/W2386644571"],"abstract_inverted_index":{"Automatic":[0],"Breast":[1],"Ultrasound":[2],"(ABUS)":[3],"image":[4,23,34,102],"segmentation":[5,35,67,129],"is":[6],"of":[7,59,119,147],"great":[8],"significance":[9],"for":[10,64,98],"breast":[11],"cancer":[12],"diagnosis":[13],"and":[14,28,61,87,143],"treatment.":[15],"However,":[16],"similar":[17],"to":[18,76,127],"most":[19],"medical":[20,101],"datasets,":[21],"ABUS":[22,33,69,109,137],"datasets":[24],"are":[25],"often":[26],"small-scale":[27],"seriously":[29],"imbalanced,":[30],"which":[31,54,81],"makes":[32,93],"become":[36],"a":[37,73],"challenge.":[38],"To":[39],"solve":[40],"this":[41,156],"problem,":[42],"we":[43,115],"propose":[44],"the":[45,78,94,99,108,122,136,145,148],"Residual":[46],"Swin":[47,124],"Transformer":[48,125],"Unet":[49],"with":[50],"Consistency":[51],"Regularization":[52],"(RSTUnet-CR)":[53],"can":[55,82],"make":[56],"full":[57],"use":[58],"non-lesion":[60,86],"unlabeled":[62,88],"images":[63,110,120],"high-precision":[65],"tumor":[66],"on":[68,135],"images.":[70],"We":[71,131],"design":[72],"consistency-regularization":[74],"decoder":[75],"reconstruct":[77],"input":[79],"image,":[80],"learn":[83],"well":[84],"from":[85,140],"data.":[89],"The":[90],"reconstruction":[91],"task":[92],"model":[95],"more":[96],"suitable":[97],"imbalanced":[100,157],"datasets.":[103],"In":[104],"addition,":[105],"observing":[106],"that":[107],"have":[111],"global":[112],"semantic":[113],"correlation,":[114],"establish":[116],"long-distance":[117],"dependence":[118],"by":[121],"residual":[123],"block":[126],"improve":[128],"performance.":[130],"evaluate":[132],"our":[133],"method":[134,150],"dataset":[138],"collected":[139],"256":[141],"subjects":[142],"demonstrate":[144],"superiority":[146],"proposed":[149],"over":[151],"other":[152],"state-of-the-art":[153],"methods":[154],"in":[155],"dataset.":[158]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
