{"id":"https://openalex.org/W4307977575","doi":"https://doi.org/10.1007/s11517-022-02702-0","title":"A combined deformable model and medical transformer algorithm for medical image segmentation","display_name":"A combined deformable model and medical transformer algorithm for medical image segmentation","publication_year":2022,"publication_date":"2022-11-03","ids":{"openalex":"https://openalex.org/W4307977575","doi":"https://doi.org/10.1007/s11517-022-02702-0","pmid":"https://pubmed.ncbi.nlm.nih.gov/36323981"},"language":"en","primary_location":{"id":"doi:10.1007/s11517-022-02702-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11517-022-02702-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11517-022-02702-0.pdf","source":{"id":"https://openalex.org/S46300952","display_name":"Medical & Biological Engineering & Computing","issn_l":"0140-0118","issn":["0140-0118","1741-0444"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Medical & Biological Engineering & Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11517-022-02702-0.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051932201","display_name":"Zhixian Tang","orcid":"https://orcid.org/0000-0003-2677-0743"},"institutions":[{"id":"https://openalex.org/I4210088329","display_name":"Jiading District Central Hospital","ror":"https://ror.org/004j26v17","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210088329"]},{"id":"https://openalex.org/I4210135985","display_name":"Shanghai University of Medicine and Health Sciences","ror":"https://ror.org/03ns6aq57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210135985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhixian Tang","raw_affiliation_strings":["College of Medical Imaging, Shanghai University of Medicine & Health Sciences, Shanghai, 201318, China","Radiology Department, Shanghai University of Medicine & Health Sciences Affiliated Jiading Hospital, Shanghai, 201800, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Medical Imaging, Shanghai University of Medicine & Health Sciences, Shanghai, 201318, China","institution_ids":["https://openalex.org/I4210135985"]},{"raw_affiliation_string":"Radiology Department, Shanghai University of Medicine & Health Sciences Affiliated Jiading Hospital, Shanghai, 201800, China","institution_ids":["https://openalex.org/I4210088329"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000780274","display_name":"Jintao Duan","orcid":"https://orcid.org/0000-0002-0493-755X"},"institutions":[{"id":"https://openalex.org/I4210135985","display_name":"Shanghai University of Medicine and Health Sciences","ror":"https://ror.org/03ns6aq57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210135985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jintao Duan","raw_affiliation_strings":["College of Medical Instrumentation, Shanghai University of Medicine & Health Sciences, Shanghai, 201318, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Medical Instrumentation, Shanghai University of Medicine & Health Sciences, Shanghai, 201318, China","institution_ids":["https://openalex.org/I4210135985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076839744","display_name":"Yanming Sun","orcid":"https://orcid.org/0000-0001-7839-3199"},"institutions":[{"id":"https://openalex.org/I4210135985","display_name":"Shanghai University of Medicine and Health Sciences","ror":"https://ror.org/03ns6aq57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210135985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanming Sun","raw_affiliation_strings":["College of Medical Instrumentation, Shanghai University of Medicine & Health Sciences, Shanghai, 201318, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Medical Instrumentation, Shanghai University of Medicine & Health Sciences, Shanghai, 201318, China","institution_ids":["https://openalex.org/I4210135985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110700686","display_name":"Yanan Zeng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135985","display_name":"Shanghai University of Medicine and Health Sciences","ror":"https://ror.org/03ns6aq57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210135985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanan Zeng","raw_affiliation_strings":["College of Medical Instrumentation, Shanghai University of Medicine & Health Sciences, Shanghai, 201318, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Medical Instrumentation, Shanghai University of Medicine & Health Sciences, Shanghai, 201318, China","institution_ids":["https://openalex.org/I4210135985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102512374","display_name":"Yile Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135985","display_name":"Shanghai University of Medicine and Health Sciences","ror":"https://ror.org/03ns6aq57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210135985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yile Zhang","raw_affiliation_strings":["College of Medical Instrumentation, Shanghai University of Medicine & Health Sciences, Shanghai, 201318, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Medical Instrumentation, Shanghai University of Medicine & Health Sciences, Shanghai, 201318, China","institution_ids":["https://openalex.org/I4210135985"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091896070","display_name":"Xufeng Yao","orcid":"https://orcid.org/0000-0003-2415-4488"},"institutions":[{"id":"https://openalex.org/I4210135985","display_name":"Shanghai University of Medicine and Health Sciences","ror":"https://ror.org/03ns6aq57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210135985"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xufeng Yao","raw_affiliation_strings":["College of Medical Imaging, Shanghai University of Medicine & Health Sciences, Shanghai, 201318, China. yaoxf@sumhs.edu.cn","College of Medical Imaging, Shanghai University of Medicine & Health Sciences, Shanghai, 201318, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Medical Imaging, Shanghai University of Medicine & Health Sciences, Shanghai, 201318, China. yaoxf@sumhs.edu.cn","institution_ids":["https://openalex.org/I4210135985"]},{"raw_affiliation_string":"College of Medical Imaging, Shanghai University of Medicine & Health Sciences, Shanghai, 201318, China","institution_ids":["https://openalex.org/I4210135985"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5091896070"],"corresponding_institution_ids":["https://openalex.org/I4210135985"],"apc_list":{"value":3690,"currency":"USD","value_usd":3690},"apc_paid":{"value":3690,"currency":"USD","value_usd":3690},"fwci":1.3769,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.81562516,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"61","issue":"1","first_page":"129","last_page":"137"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9973000288009644,"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":0.9973000288009644,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9965999722480774,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9965000152587891,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.7444049119949341},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6825443506240845},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6646959185600281},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.6196119785308838},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5769951939582825},{"id":"https://openalex.org/keywords/scale-space-segmentation","display_name":"Scale-space segmentation","score":0.52276611328125},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5012028217315674},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.48461470007896423},{"id":"https://openalex.org/keywords/segmentation-based-object-categorization","display_name":"Segmentation-based object categorization","score":0.45856890082359314},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.4109160304069519},{"id":"https://openalex.org/keywords/image-texture","display_name":"Image texture","score":0.41036418080329895},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3902134895324707},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1489650309085846},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09890902042388916}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7444049119949341},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6825443506240845},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6646959185600281},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.6196119785308838},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5769951939582825},{"id":"https://openalex.org/C65885262","wikidata":"https://www.wikidata.org/wiki/Q7429708","display_name":"Scale-space segmentation","level":4,"score":0.52276611328125},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5012028217315674},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.48461470007896423},{"id":"https://openalex.org/C25694479","wikidata":"https://www.wikidata.org/wiki/Q7446278","display_name":"Segmentation-based object categorization","level":5,"score":0.45856890082359314},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.4109160304069519},{"id":"https://openalex.org/C63099799","wikidata":"https://www.wikidata.org/wiki/Q17147001","display_name":"Image texture","level":4,"score":0.41036418080329895},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3902134895324707},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1489650309085846},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09890902042388916},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006321","descriptor_name":"Heart","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006321","descriptor_name":"Heart","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006321","descriptor_name":"Heart","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":"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":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011467","descriptor_name":"Prostate","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D011467","descriptor_name":"Prostate","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D011467","descriptor_name":"Prostate","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1007/s11517-022-02702-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11517-022-02702-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11517-022-02702-0.pdf","source":{"id":"https://openalex.org/S46300952","display_name":"Medical & Biological Engineering & Computing","issn_l":"0140-0118","issn":["0140-0118","1741-0444"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Medical & Biological Engineering & Computing","raw_type":"journal-article"},{"id":"pmid:36323981","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36323981","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":"Medical & biological engineering & computing","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:9816223","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9816223","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":"Med Biol Eng Comput","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s11517-022-02702-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11517-022-02702-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11517-022-02702-0.pdf","source":{"id":"https://openalex.org/S46300952","display_name":"Medical & Biological Engineering & Computing","issn_l":"0140-0118","issn":["0140-0118","1741-0444"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Medical & Biological Engineering & Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7400000095367432,"id":"https://metadata.un.org/sdg/1","display_name":"No poverty"}],"awards":[{"id":"https://openalex.org/G4513858985","display_name":"\u57fa\u4e8e\u667a\u80fd\u5f71\u50cf\u7ec4\u5b66\u6280\u672f\u7684\u963f\u5c14\u8328\u6d77\u9ed8\u75c5\u65e9\u671f\u9884\u6d4b\u65b9\u6cd5\u7814\u7a76","funder_award_id":"61971275","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4307977575.pdf","grobid_xml":"https://content.openalex.org/works/W4307977575.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2043921087","https://openalex.org/W2412782625","https://openalex.org/W2566015103","https://openalex.org/W2601564443","https://openalex.org/W2760516000","https://openalex.org/W2884436604","https://openalex.org/W2905338897","https://openalex.org/W2912449434","https://openalex.org/W2945757384","https://openalex.org/W2958620810","https://openalex.org/W2962837118","https://openalex.org/W2977942577","https://openalex.org/W3011743383","https://openalex.org/W3012412627","https://openalex.org/W3033039186","https://openalex.org/W3046815881","https://openalex.org/W3091741697","https://openalex.org/W3096609285","https://openalex.org/W3097065222","https://openalex.org/W3106788732","https://openalex.org/W3124211545","https://openalex.org/W3157447953","https://openalex.org/W3157877050","https://openalex.org/W3160257089","https://openalex.org/W3161764371","https://openalex.org/W3198090248","https://openalex.org/W3203480968","https://openalex.org/W3207711392","https://openalex.org/W4212888320"],"related_works":["https://openalex.org/W2115198604","https://openalex.org/W2183230975","https://openalex.org/W1669643531","https://openalex.org/W2566648451","https://openalex.org/W1840273037","https://openalex.org/W2021143974","https://openalex.org/W2549765251","https://openalex.org/W2074857711","https://openalex.org/W2108413430","https://openalex.org/W2897195263"],"abstract_inverted_index":{"Deep":[0],"learning-based":[1],"segmentation":[2,42,105,128],"models":[3],"usually":[4,11],"require":[5],"substantial":[6],"data,":[7],"and":[8,23,34,66,100,114],"the":[9,18,31,40,46,63,68,108,122],"model":[10,33,57],"suffers":[12],"from":[13],"poor":[14],"generalization":[15],"due":[16],"to":[17,29,44,58,74,86],"lack":[19],"of":[20,62,90,107],"training":[21],"data":[22],"inefficient":[24],"network":[25,38,83],"structure.":[26],"We":[27],"proposed":[28,50,123],"combine":[30],"deformable":[32],"medical":[35,81,91,126],"transformer":[36,82],"neural":[37],"on":[39],"image":[41,127],"task":[43],"alleviate":[45],"aforementioned":[47],"problems.":[48],"The":[49,104,117],"method":[51,124],"first":[52],"employs":[53],"a":[54,76,80],"statistical":[55],"shape":[56],"generate":[59],"simulated":[60],"contours":[61],"target":[64],"object,":[65],"then":[67],"thin":[69],"plate":[70],"spline":[71],"is":[72],"applied":[73],"create":[75],"realistic":[77],"texture.":[78],"Finally,":[79],"was":[84],"constructed":[85],"segment":[87],"three":[88,109],"types":[89],"images,":[92],"including":[93],"prostate":[94],"MR":[95],"image,":[96,99],"heart":[97],"US":[98],"tongue":[101],"color":[102],"images.":[103],"accuracy":[106],"tasks":[110],"achieved":[111],"89.97%,":[112],"91.90%,":[113],"94.25%,":[115],"respectively.":[116],"experimental":[118],"results":[119],"show":[120],"that":[121],"improves":[125],"performance.":[129]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":3}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}