{"id":"https://openalex.org/W3164369177","doi":"https://doi.org/10.1109/isbi48211.2021.9433938","title":"Deep Learning-Based Parameter Mapping With Uncertainty Estimation For Fat Quantification Using Accelerated Free-Breathing Radial MRI","display_name":"Deep Learning-Based Parameter Mapping With Uncertainty Estimation For Fat Quantification Using Accelerated Free-Breathing Radial MRI","publication_year":2021,"publication_date":"2021-04-13","ids":{"openalex":"https://openalex.org/W3164369177","doi":"https://doi.org/10.1109/isbi48211.2021.9433938","mag":"3164369177","pmid":"https://pubmed.ncbi.nlm.nih.gov/35024087"},"language":"en","primary_location":{"id":"doi:10.1109/isbi48211.2021.9433938","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi48211.2021.9433938","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8745355","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053113111","display_name":"Shu\u2010Fu Shih","orcid":"https://orcid.org/0000-0002-3812-9091"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Shu-Fu Shih","raw_affiliation_strings":["Bioengineering, University of California Los Angeles, Los Angeles, CA, USA","Radiological Sciences, University of California Los Angeles, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Bioengineering, University of California Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Radiological Sciences, University of California Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055442677","display_name":"Sevgi G\u00f6k\u00e7e Kafal\u0131","orcid":"https://orcid.org/0000-0001-5941-5399"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sevgi Gokce Kafali","raw_affiliation_strings":["Bioengineering, University of California Los Angeles, Los Angeles, CA, USA","Radiological Sciences, University of California Los Angeles, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Bioengineering, University of California Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Radiological Sciences, University of California Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089387605","display_name":"Tess Armstrong","orcid":"https://orcid.org/0000-0002-7510-0378"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tess Armstrong","raw_affiliation_strings":["Radiological Sciences, University of California Los Angeles, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Radiological Sciences, University of California Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035450832","display_name":"Xiaodong Zhong","orcid":"https://orcid.org/0000-0001-8355-5279"},"institutions":[{"id":"https://openalex.org/I4210151799","display_name":"Siemens Healthcare (United States)","ror":"https://ror.org/054962n91","country_code":"US","type":"company","lineage":["https://openalex.org/I4210151799"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaodong Zhong","raw_affiliation_strings":["Siemens Medical Solutions USA, Inc., Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Siemens Medical Solutions USA, Inc., Los Angeles, CA, USA","institution_ids":["https://openalex.org/I4210151799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050833941","display_name":"Kara L. Calkins","orcid":"https://orcid.org/0000-0001-6658-7981"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kara L. Calkins","raw_affiliation_strings":["Pediatrics, University of California Los Angeles, Los Angeles, CA, USA","Bioengineering, University of California Los Angeles, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Pediatrics, University of California Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Bioengineering, University of California Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064950342","display_name":"Holden H. Wu","orcid":"https://orcid.org/0000-0002-2585-5916"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Holden H. Wu","raw_affiliation_strings":["Bioengineering, University of California Los Angeles, Los Angeles, CA, USA","Radiological Sciences, University of California Los Angeles, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Bioengineering, University of California Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Radiological Sciences, University of California Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5053113111"],"corresponding_institution_ids":["https://openalex.org/I161318765"],"apc_list":null,"apc_paid":null,"fwci":1.2534,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.79067672,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"2021","issue":null,"first_page":"433","last_page":"437"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9998999834060669,"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/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9991000294685364,"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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9950000047683716,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/computer-science","display_name":"Computer science","score":0.7134033441543579},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5671185255050659},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.5361409783363342},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5165209174156189},{"id":"https://openalex.org/keywords/acceleration","display_name":"Acceleration","score":0.4766472280025482},{"id":"https://openalex.org/keywords/breathing","display_name":"Breathing","score":0.47211921215057373},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.46566203236579895},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.4417271018028259},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3963850736618042}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7134033441543579},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5671185255050659},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.5361409783363342},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5165209174156189},{"id":"https://openalex.org/C117896860","wikidata":"https://www.wikidata.org/wiki/Q11376","display_name":"Acceleration","level":2,"score":0.4766472280025482},{"id":"https://openalex.org/C39300077","wikidata":"https://www.wikidata.org/wiki/Q9530","display_name":"Breathing","level":2,"score":0.47211921215057373},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.46566203236579895},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.4417271018028259},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3963850736618042},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C105702510","wikidata":"https://www.wikidata.org/wiki/Q514","display_name":"Anatomy","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/isbi48211.2021.9433938","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi48211.2021.9433938","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},{"id":"pmid:35024087","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35024087","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":"Proceedings. IEEE International Symposium on Biomedical Imaging","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:8745355","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8745355","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc IEEE Int Symp Biomed Imaging","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:8745355","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8745355","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc IEEE Int Symp Biomed Imaging","raw_type":"Text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1541253204","https://openalex.org/W2093641699","https://openalex.org/W2101675075","https://openalex.org/W2164183759","https://openalex.org/W2165828110","https://openalex.org/W2502312327","https://openalex.org/W2600383743","https://openalex.org/W2606747706","https://openalex.org/W2631883531","https://openalex.org/W2904144638","https://openalex.org/W2914000455","https://openalex.org/W2916160219","https://openalex.org/W2931665093","https://openalex.org/W2950936580","https://openalex.org/W2964308363","https://openalex.org/W2966304337","https://openalex.org/W2986813023","https://openalex.org/W3101106962","https://openalex.org/W3102201085","https://openalex.org/W3209757629","https://openalex.org/W4235806146","https://openalex.org/W6724804524","https://openalex.org/W6735443497","https://openalex.org/W6767053242","https://openalex.org/W6803614373"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W4285411112","https://openalex.org/W2085033728","https://openalex.org/W2171299904","https://openalex.org/W2390829436","https://openalex.org/W1971289376","https://openalex.org/W1989791859","https://openalex.org/W2565094479","https://openalex.org/W602859758","https://openalex.org/W2351752850"],"abstract_inverted_index":{"Deep":[0],"learning":[1],"has":[2],"been":[3,24],"applied":[4],"to":[5,12,104,117],"remove":[6],"artifacts":[7],"from":[8,61,80],"undersampled":[9,81],"MRI":[10,65],"and":[11,53,90,109],"replace":[13],"time-consuming":[14],"signal":[15,115],"fitting":[16,116],"in":[17,49,120],"quantitative":[18],"MRI,":[19],"but":[20],"these":[21,46],"have":[22],"usually":[23],"treated":[25],"as":[26],"separate":[27],"tasks,":[28],"which":[29],"does":[30],"not":[31],"fully":[32],"exploit":[33],"the":[34,56,72,111],"shared":[35],"information.":[36],"This":[37],"work":[38],"proposes":[39],"a":[40,50],"new":[41],"two-stage":[42],"framework":[43,74,100],"that":[44,71],"completes":[45],"two":[47],"tasks":[48],"concerted":[51],"approach":[52],"also":[54],"estimates":[55],"pixel-wise":[57],"uncertainty":[58,92],"levels.":[59],"Results":[60],"accelerated":[62],"free-breathing":[63,121],"radial":[64,82],"for":[66,86,114],"liver":[67,87,122],"fat":[68,88,123],"quantification":[69],"demonstrate":[70],"proposed":[73,99],"can":[75],"achieve":[76],"high":[77,84],"image":[78],"quality":[79],"data,":[83],"accuracy":[85],"quantification,":[89],"detect":[91],"caused":[93],"by":[94],"noisy":[95],"input":[96],"data.":[97],"The":[98],"achieved":[101],"3-fold":[102],"acceleration":[103],"<1":[105],"min":[106],"scan":[107],"time":[108,113],"reduced":[110],"computational":[112],"<100":[118],"ms/slice":[119],"quantification.":[124]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
