{"id":"https://openalex.org/W4386352669","doi":"https://doi.org/10.1109/isbi53787.2023.10230430","title":"Precise Few-Shot Fat-Free Thigh Muscle Segmentation in T1-Weighted MRI","display_name":"Precise Few-Shot Fat-Free Thigh Muscle Segmentation in T1-Weighted MRI","publication_year":2023,"publication_date":"2023-04-18","ids":{"openalex":"https://openalex.org/W4386352669","doi":"https://doi.org/10.1109/isbi53787.2023.10230430"},"language":"en","primary_location":{"id":"doi:10.1109/isbi53787.2023.10230430","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isbi53787.2023.10230430","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI)","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/A5100320969","display_name":"Sheng Chen","orcid":"https://orcid.org/0000-0001-6882-600X"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Sheng Chen","raw_affiliation_strings":["University of Sydney,School of Computer Science,Australia","School of Computer Science, University of Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"University of Sydney,School of Computer Science,Australia","institution_ids":["https://openalex.org/I129604602"]},{"raw_affiliation_string":"School of Computer Science, University of Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053879401","display_name":"Zihao Tang","orcid":"https://orcid.org/0000-0002-0787-4363"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Zihao Tang","raw_affiliation_strings":["University of Sydney,School of Computer Science,Australia","Brain and Mind Centre, University of Sydney, Australia","School of Computer Science, University of Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"University of Sydney,School of Computer Science,Australia","institution_ids":["https://openalex.org/I129604602"]},{"raw_affiliation_string":"Brain and Mind Centre, University of Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]},{"raw_affiliation_string":"School of Computer Science, University of Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027686620","display_name":"Dongnan Liu","orcid":"https://orcid.org/0000-0001-8102-3949"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Dongnan Liu","raw_affiliation_strings":["University of Sydney,School of Computer Science,Australia","School of Computer Science, University of Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"University of Sydney,School of Computer Science,Australia","institution_ids":["https://openalex.org/I129604602"]},{"raw_affiliation_string":"School of Computer Science, University of Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039734804","display_name":"\ufeff\ufeff\ufeff\ufeffCh\u00e9 Fornusek","orcid":"https://orcid.org/0000-0003-4809-3851"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]},{"id":"https://openalex.org/I71270174","display_name":"Victoria University","ror":"https://ror.org/04j757h98","country_code":"AU","type":"education","lineage":["https://openalex.org/I71270174"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ch\u00e9 Fornusek","raw_affiliation_strings":["University of Sydney,Discipline of Exercise and Sport Science, Faculty of Medicine and Health,Australia","Discipline of Exercise and Sport Science, Faculty of Medicine and Health, University of Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"University of Sydney,Discipline of Exercise and Sport Science, Faculty of Medicine and Health,Australia","institution_ids":["https://openalex.org/I71270174"]},{"raw_affiliation_string":"Discipline of Exercise and Sport Science, Faculty of Medicine and Health, University of Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083946982","display_name":"Michael Barnett","orcid":"https://orcid.org/0000-0002-2156-8864"},"institutions":[{"id":"https://openalex.org/I4210137922","display_name":"Mind Australia","ror":"https://ror.org/03p0xnn24","country_code":"AU","type":"nonprofit","lineage":["https://openalex.org/I4210137922"]},{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]},{"id":"https://openalex.org/I4210088648","display_name":"Cooperative Trials Group for Neuro-Oncology","ror":"https://ror.org/004gchq58","country_code":"AU","type":"other","lineage":["https://openalex.org/I4210088648"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Michael Barnett","raw_affiliation_strings":["University of Sydney,Brain and Mind Centre,Australia","Sydney Neuroimaging Analysis Centre, Australia","Brain and Mind Centre, University of Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"University of Sydney,Brain and Mind Centre,Australia","institution_ids":["https://openalex.org/I4210137922"]},{"raw_affiliation_string":"Sydney Neuroimaging Analysis Centre, Australia","institution_ids":["https://openalex.org/I4210088648"]},{"raw_affiliation_string":"Brain and Mind Centre, University of Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100385862","display_name":"Chenyu Wang","orcid":"https://orcid.org/0000-0001-7135-7662"},"institutions":[{"id":"https://openalex.org/I4210137922","display_name":"Mind Australia","ror":"https://ror.org/03p0xnn24","country_code":"AU","type":"nonprofit","lineage":["https://openalex.org/I4210137922"]},{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]},{"id":"https://openalex.org/I4210088648","display_name":"Cooperative Trials Group for Neuro-Oncology","ror":"https://ror.org/004gchq58","country_code":"AU","type":"other","lineage":["https://openalex.org/I4210088648"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chenyu Wang","raw_affiliation_strings":["University of Sydney,Brain and Mind Centre,Australia","Sydney Neuroimaging Analysis Centre, Australia","Brain and Mind Centre, University of Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"University of Sydney,Brain and Mind Centre,Australia","institution_ids":["https://openalex.org/I4210137922"]},{"raw_affiliation_string":"Sydney Neuroimaging Analysis Centre, Australia","institution_ids":["https://openalex.org/I4210088648"]},{"raw_affiliation_string":"Brain and Mind Centre, University of Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049566648","display_name":"Mariano Cabezas","orcid":"https://orcid.org/0000-0002-4417-1704"},"institutions":[{"id":"https://openalex.org/I4210137922","display_name":"Mind Australia","ror":"https://ror.org/03p0xnn24","country_code":"AU","type":"nonprofit","lineage":["https://openalex.org/I4210137922"]},{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mariano Cabezas","raw_affiliation_strings":["University of Sydney,Brain and Mind Centre,Australia","Brain and Mind Centre, University of Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"University of Sydney,Brain and Mind Centre,Australia","institution_ids":["https://openalex.org/I4210137922"]},{"raw_affiliation_string":"Brain and Mind Centre, University of Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076697411","display_name":"Weidong Cai","orcid":"https://orcid.org/0000-0003-3706-8896"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Weidong Cai","raw_affiliation_strings":["University of Sydney,School of Computer Science,Australia","School of Computer Science, University of Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"University of Sydney,School of Computer Science,Australia","institution_ids":["https://openalex.org/I129604602"]},{"raw_affiliation_string":"School of Computer Science, University of Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5100320969"],"corresponding_institution_ids":["https://openalex.org/I129604602"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1884777,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9882000088691711,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9882000088691711,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9850999712944031,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9801999926567078,"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":0.7661075592041016},{"id":"https://openalex.org/keywords/thigh","display_name":"Thigh","score":0.7234802842140198},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.707874059677124},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42169392108917236},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.25574880838394165},{"id":"https://openalex.org/keywords/anatomy","display_name":"Anatomy","score":0.196792870759964}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7661075592041016},{"id":"https://openalex.org/C2779018429","wikidata":"https://www.wikidata.org/wiki/Q129757","display_name":"Thigh","level":2,"score":0.7234802842140198},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.707874059677124},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42169392108917236},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.25574880838394165},{"id":"https://openalex.org/C105702510","wikidata":"https://www.wikidata.org/wiki/Q514","display_name":"Anatomy","level":1,"score":0.196792870759964}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi53787.2023.10230430","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isbi53787.2023.10230430","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320315885","display_name":"Australian Government","ror":"https://ror.org/0314h5y94"},{"id":"https://openalex.org/F4320320368","display_name":"Multiple Sclerosis Australia","ror":"https://ror.org/02caat392"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2047157965","https://openalex.org/W2057597513","https://openalex.org/W2168968682","https://openalex.org/W2798122215","https://openalex.org/W2891661363","https://openalex.org/W2913609543","https://openalex.org/W2923997689","https://openalex.org/W2962793481","https://openalex.org/W2969066781","https://openalex.org/W2979907638","https://openalex.org/W2980061058","https://openalex.org/W2980100386","https://openalex.org/W2990230185","https://openalex.org/W3005680577","https://openalex.org/W3034457289","https://openalex.org/W3119635706","https://openalex.org/W3164321207","https://openalex.org/W3165710583","https://openalex.org/W3203046931","https://openalex.org/W3204220269","https://openalex.org/W4285040393","https://openalex.org/W6639824700","https://openalex.org/W6750469568","https://openalex.org/W6765526216","https://openalex.org/W6769379337","https://openalex.org/W6774314701","https://openalex.org/W6792185698"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W4402327032","https://openalex.org/W2382290278"],"abstract_inverted_index":{"Precise":[0],"thigh":[1,22,33,68,126],"muscle":[2,23,34,41,69,83,88,105,127],"volumes":[3],"are":[4,111],"crucial":[5],"to":[6,31,37,53,61,77,124,175],"monitor":[7],"the":[8,28,62,85,95,162,176],"motor":[9],"functionality":[10],"of":[11,21,65,87,161],"patients":[12],"with":[13,144,170],"diseases":[14],"that":[15],"may":[16],"result":[17],"in":[18,113],"various":[19],"degrees":[20],"loss.":[24],"T1-weighted":[25],"MRI":[26],"is":[27,92,109],"default":[29],"surrogate":[30],"obtain":[32,54],"masks":[35,56,70,106,128],"due":[36,60],"its":[38],"contrast":[39],"between":[40],"and":[42,101,140,166],"fat":[43,80],"signals.":[44],"Deep":[45],"learning":[46,74],"approaches":[47,75],"have":[48],"recently":[49],"been":[50],"widely":[51],"used":[52],"these":[55],"through":[57],"segmentation.":[58],"However,":[59],"insufficient":[63],"amount":[64],"precise":[66,104],"annotations,":[67],"generated":[71],"by":[72],"deep":[73],"tend":[76],"misclassify":[78],"intra-muscular":[79],"(IMF)":[81],"as":[82],"impacting":[84],"analysis":[86],"volumetrics.":[89],"As":[90],"IMF":[91,108],"infiltrated":[93],"inside":[94],"muscle,":[96],"human":[97],"annotations":[98],"require":[99],"expertise":[100],"time.":[102],"Thus,":[103],"where":[107],"excluded":[110],"limited":[112],"practice.":[114],"To":[115],"alleviate":[116],"this,":[117],"we":[118,134],"propose":[119],"a":[120,136,145],"few-shot":[121],"segmentation":[122],"framework":[123,157],"generate":[125],"excluding":[129],"IMF.":[130],"In":[131],"our":[132],"framework,":[133],"design":[135],"novel":[137],"pseudo-label":[138],"correction":[139],"evaluation":[141],"scheme,":[142],"together":[143],"new":[146],"noise":[147],"robust":[148],"loss":[149],"for":[150],"exploiting":[151],"high":[152],"certainty":[153],"areas.":[154],"The":[155],"proposed":[156],"only":[158],"takes":[159],"1%":[160],"fine-annotated":[163],"training":[164],"dataset,":[165],"achieves":[167],"comparable":[168],"performance":[169],"fully":[171],"supervised":[172],"methods":[173],"according":[174],"experimental":[177],"results.":[178]},"counts_by_year":[],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}