{"id":"https://openalex.org/W4220872673","doi":"https://doi.org/10.1186/s12880-022-00738-0","title":"Improved U-Net3+ with stage residual for brain tumor segmentation","display_name":"Improved U-Net3+ with stage residual for brain tumor segmentation","publication_year":2022,"publication_date":"2022-01-27","ids":{"openalex":"https://openalex.org/W4220872673","doi":"https://doi.org/10.1186/s12880-022-00738-0","pmid":"https://pubmed.ncbi.nlm.nih.gov/35086482"},"language":"en","primary_location":{"id":"doi:10.1186/s12880-022-00738-0","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-022-00738-0","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-022-00738-0","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-022-00738-0","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016322236","display_name":"Chuanbo Qin","orcid":"https://orcid.org/0000-0001-7189-5196"},"institutions":[{"id":"https://openalex.org/I4210151615","display_name":"Wuyi University","ror":"https://ror.org/0488wz367","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210151615"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chuanbo Qin","raw_affiliation_strings":["Faculty of Intelligent Manufacturing, Wuyi University, Jiangmen, 529020, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Intelligent Manufacturing, Wuyi University, Jiangmen, 529020, China","institution_ids":["https://openalex.org/I4210151615"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075753445","display_name":"Yujie Wu","orcid":"https://orcid.org/0000-0002-7797-110X"},"institutions":[{"id":"https://openalex.org/I4210151615","display_name":"Wuyi University","ror":"https://ror.org/0488wz367","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210151615"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yujie Wu","raw_affiliation_strings":["Faculty of Intelligent Manufacturing, Wuyi University, Jiangmen, 529020, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Intelligent Manufacturing, Wuyi University, Jiangmen, 529020, China","institution_ids":["https://openalex.org/I4210151615"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000811221","display_name":"Wenbin Liao","orcid":null},"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"]},{"id":"https://openalex.org/I4210151615","display_name":"Wuyi University","ror":"https://ror.org/0488wz367","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210151615"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenbin Liao","raw_affiliation_strings":["Faculty of Intelligent Manufacturing, Wuyi University, Jiangmen, 529020, China","School of Computer and Software, Shenzhen University, Shenzhen, 518000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Intelligent Manufacturing, Wuyi University, Jiangmen, 529020, China","institution_ids":["https://openalex.org/I4210151615"]},{"raw_affiliation_string":"School of Computer and Software, Shenzhen University, Shenzhen, 518000, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077839839","display_name":"Junying Zeng","orcid":"https://orcid.org/0000-0002-7559-0637"},"institutions":[{"id":"https://openalex.org/I4210151615","display_name":"Wuyi University","ror":"https://ror.org/0488wz367","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210151615"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junying Zeng","raw_affiliation_strings":["Faculty of Intelligent Manufacturing, Wuyi University, Jiangmen, 529020, China. zengjunying@126.com","Faculty of Intelligent Manufacturing, Wuyi University, Jiangmen, 529020, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Intelligent Manufacturing, Wuyi University, Jiangmen, 529020, China. zengjunying@126.com","institution_ids":[]},{"raw_affiliation_string":"Faculty of Intelligent Manufacturing, Wuyi University, Jiangmen, 529020, China","institution_ids":["https://openalex.org/I4210151615"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113866977","display_name":"Shufen Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210151615","display_name":"Wuyi University","ror":"https://ror.org/0488wz367","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210151615"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shufen Liang","raw_affiliation_strings":["Faculty of Intelligent Manufacturing, Wuyi University, Jiangmen, 529020, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Intelligent Manufacturing, Wuyi University, Jiangmen, 529020, China","institution_ids":["https://openalex.org/I4210151615"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063165259","display_name":"Xiaozhi Zhang","orcid":"https://orcid.org/0000-0002-3988-2181"},"institutions":[{"id":"https://openalex.org/I91935597","display_name":"University of South China","ror":"https://ror.org/03mqfn238","country_code":"CN","type":"education","lineage":["https://openalex.org/I91935597"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaozhi Zhang","raw_affiliation_strings":["School of Electrical Engineering, University of South China, Hengyang, 421001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, University of South China, Hengyang, 421001, China","institution_ids":["https://openalex.org/I91935597"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5016322236"],"corresponding_institution_ids":["https://openalex.org/I4210151615"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":2.4386,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.90180982,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"22","issue":"1","first_page":"14","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.5494999885559082,"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":0.5494999885559082,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.3522999882698059,"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/T14510","display_name":"Medical Imaging and Analysis","score":0.010900000110268593,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/normalization","display_name":"Normalization (sociology)","score":0.7808018922805786},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7734599113464355},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.7619065046310425},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7496650218963623},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.6335909366607666},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5853381752967834},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48285776376724243},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.449179083108902},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.42646366357803345},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.41732460260391235},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2249716818332672}],"concepts":[{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.7808018922805786},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7734599113464355},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.7619065046310425},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7496650218963623},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.6335909366607666},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5853381752967834},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48285776376724243},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.449179083108902},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.42646366357803345},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.41732460260391235},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2249716818332672},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","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},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12880-022-00738-0","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-022-00738-0","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-022-00738-0","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},{"id":"pmid:35086482","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35086482","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":"BMC medical imaging","raw_type":null},{"id":"pmh:oai:doaj.org/article:347f1aec2718458f8672bce40d380afe","is_oa":true,"landing_page_url":"https://doaj.org/article/347f1aec2718458f8672bce40d380afe","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Imaging, Vol 22, Iss 1, Pp 1-15 (2022)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8793173","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8793173","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Imaging","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12880-022-00738-0","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-022-00738-0","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-022-00738-0","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4220872673.pdf","grobid_xml":"https://content.openalex.org/works/W4220872673.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W1884191083","https://openalex.org/W1901129140","https://openalex.org/W2194775991","https://openalex.org/W2302255633","https://openalex.org/W2395611524","https://openalex.org/W2464708700","https://openalex.org/W2559597482","https://openalex.org/W2774320778","https://openalex.org/W2788335185","https://openalex.org/W2884436604","https://openalex.org/W2962914239","https://openalex.org/W3015788359","https://openalex.org/W3028279406","https://openalex.org/W3034733338","https://openalex.org/W3133276069","https://openalex.org/W4250482878","https://openalex.org/W6600351811"],"related_works":["https://openalex.org/W2591697403","https://openalex.org/W2953716828","https://openalex.org/W2904857019","https://openalex.org/W2944728705","https://openalex.org/W3011538607","https://openalex.org/W2904022177","https://openalex.org/W2359348847","https://openalex.org/W4321441197","https://openalex.org/W4294432981","https://openalex.org/W4297807321"],"abstract_inverted_index":{"BACKGROUND:":[0],"For":[1],"the":[2,18,28,51,54,58,66,72,79,84,96,118,122,151,160,175,211,215,222,230],"encoding":[3],"part":[4],"of":[5,8,30,83,150,162,178,214],"U-Net3+,the":[6],"ability":[7,82],"brain":[9,216],"tumor":[10,217],"feature":[11,80,91],"extraction":[12,81],"is":[13,62,87,135],"insufficient,":[14],"as":[15],"a":[16,207],"result,":[17],"features":[19],"can":[20,196],"not":[21],"be":[22,197],"fused":[23],"well":[24],"during":[25],"up-sampling,":[26],"and":[27,77,165,171,180,187,228,236],"accuracy":[29],"segmentation":[31,44,149,212],"will":[32],"reduce.":[33],"METHODS:":[34],"In":[35,50],"this":[36],"study,":[37],"we":[38,100],"put":[39],"forward":[40],"an":[41],"improved":[42,123,204,238],"U-Net3+":[43,124],"network":[45,75,205,232],"based":[46,56],"on":[47,57,117,121],"stage":[48,59,129],"residual.":[49],"encoder":[52,55,85],"part,":[53],"residual":[60],"structure":[61],"used":[63],"to":[64,112,141],"solve":[65],"vanishing":[67],"gradient":[68],"problem":[69],"caused":[70],"by":[71,168,185],"increasing":[73],"in":[74,89,95,210],"depth,":[76],"enhances":[78],"which":[86,146],"instrumental":[88],"full":[90],"fusion":[92],"when":[93],"up-sampling":[94],"network.":[97,119,153],"What's":[98],"more,":[99],"replaced":[101],"batch":[102,114],"normalization":[103,109],"(BN)":[104],"layer":[105,111],"with":[106,128,143,221],"filter":[107],"response":[108],"(FRN)":[110],"eliminate":[113],"size":[115],"impact":[116],"Based":[120],"two-dimensional":[125],"(2D)":[126],"model":[127,134],"residual,":[130],"IResUnet3+":[131],"three-dimensional":[132],"(3D)":[133],"constructed.":[136],"We":[137],"propose":[138],"appropriate":[139],"methods":[140],"deal":[142],"3D":[144,152],"data,":[145],"achieve":[147],"accurate":[148],"RESULTS:":[154],"The":[155,203],"experimental":[156],"results":[157],"showed":[158],"that:":[159],"sensitivity":[161],"WT,":[163],"TC,":[164],"ET":[166,179],"increased":[167,184],"1.34%,":[169],"4.6%,":[170],"8.44%,":[172],"respectively.":[173,189],"And":[174],"Dice":[176],"coefficients":[177],"WT":[181],"were":[182],"further":[183,192],"3.43%":[186],"1.03%,":[188],"To":[190],"facilitate":[191],"research,":[193],"source":[194],"code":[195],"found":[198],"at:":[199],"https://github.com/YuOnlyLookOne/IResUnet3Plus":[200],".":[201],"CONCLUSION:":[202],"has":[206,233],"significant":[208],"improvement":[209],"task":[213],"BraTS2018":[218],"dataset,":[219],"compared":[220],"classical":[223],"networks":[224],"u-net,":[225],"v-net,":[226],"resunet":[227],"u-net3+,":[229],"proposed":[231],"smaller":[234],"parameters":[235],"significantly":[237],"accuracy.":[239]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
