{"id":"https://openalex.org/W4225647509","doi":"https://doi.org/10.1109/isbi52829.2022.9761603","title":"A Plug-and-Play Approach To Multiparametric Quantitative MRI: Image Reconstruction Using Pre-Trained Deep Denoisers","display_name":"A Plug-and-Play Approach To Multiparametric Quantitative MRI: Image Reconstruction Using Pre-Trained Deep Denoisers","publication_year":2022,"publication_date":"2022-03-28","ids":{"openalex":"https://openalex.org/W4225647509","doi":"https://doi.org/10.1109/isbi52829.2022.9761603"},"language":"en","primary_location":{"id":"doi:10.1109/isbi52829.2022.9761603","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi52829.2022.9761603","pdf_url":null,"source":{"id":"https://openalex.org/S4363605129","display_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","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 19th 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/A5042796796","display_name":"Ketan Fatania","orcid":"https://orcid.org/0000-0002-0681-8036"},"institutions":[{"id":"https://openalex.org/I51601045","display_name":"University of Bath","ror":"https://ror.org/002h8g185","country_code":"GB","type":"education","lineage":["https://openalex.org/I51601045"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Ketan Fatania","raw_affiliation_strings":["University of Bath,Department of Computer Science,UK","Department of Computer Science, University of Bath, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Bath,Department of Computer Science,UK","institution_ids":["https://openalex.org/I51601045"]},{"raw_affiliation_string":"Department of Computer Science, University of Bath, UK","institution_ids":["https://openalex.org/I51601045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004509039","display_name":"Carolin M. Pirkl","orcid":"https://orcid.org/0000-0002-5759-5290"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Carolin M. Pirkl","raw_affiliation_strings":["Technical University of Munich, and GE Healthcare,Department of Computer Science and Department of Physics,Germany","Department of Computer Science and Department of Physics, Technical University of Munich, and GE Healthcare, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Munich, and GE Healthcare,Department of Computer Science and Department of Physics,Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Department of Computer Science and Department of Physics, Technical University of Munich, and GE Healthcare, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018118817","display_name":"Marion I. Menzel","orcid":"https://orcid.org/0000-0003-0087-9134"},"institutions":[{"id":"https://openalex.org/I4210106192","display_name":"Technische Hochschule Ingolstadt","ror":"https://ror.org/02bxzcy64","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210106192"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marion I. Menzel","raw_affiliation_strings":["Technical University of Munich, and GE Healthcare,Department of Computer Science and Department of Physics,Germany","Department of Computer Science and Department of Physics, Technical University of Munich, and GE Healthcare, Germany","AImotion Bavaria, Technische Hochschule Ingolstadt, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Munich, and GE Healthcare,Department of Computer Science and Department of Physics,Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Department of Computer Science and Department of Physics, Technical University of Munich, and GE Healthcare, Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"AImotion Bavaria, Technische Hochschule Ingolstadt, Germany","institution_ids":["https://openalex.org/I4210106192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102977753","display_name":"Peter Hall","orcid":"https://orcid.org/0009-0006-5699-5483"},"institutions":[{"id":"https://openalex.org/I51601045","display_name":"University of Bath","ror":"https://ror.org/002h8g185","country_code":"GB","type":"education","lineage":["https://openalex.org/I51601045"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Peter Hall","raw_affiliation_strings":["University of Bath,Department of Computer Science,UK","Department of Computer Science, University of Bath, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Bath,Department of Computer Science,UK","institution_ids":["https://openalex.org/I51601045"]},{"raw_affiliation_string":"Department of Computer Science, University of Bath, UK","institution_ids":["https://openalex.org/I51601045"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056404513","display_name":"Mohammad Golbabaee","orcid":"https://orcid.org/0000-0001-5822-2990"},"institutions":[{"id":"https://openalex.org/I51601045","display_name":"University of Bath","ror":"https://ror.org/002h8g185","country_code":"GB","type":"education","lineage":["https://openalex.org/I51601045"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mohammad Golbabaee","raw_affiliation_strings":["University of Bath,Department of Computer Science,UK","Department of Computer Science, University of Bath, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Bath,Department of Computer Science,UK","institution_ids":["https://openalex.org/I51601045"]},{"raw_affiliation_string":"Department of Computer Science, University of Bath, UK","institution_ids":["https://openalex.org/I51601045"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5042796796"],"corresponding_institution_ids":["https://openalex.org/I51601045"],"apc_list":null,"apc_paid":null,"fwci":1.5487,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.87063563,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"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":0.9997000098228455,"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/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.9976999759674072,"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/computer-science","display_name":"Computer science","score":0.6715124249458313},{"id":"https://openalex.org/keywords/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.6161234378814697},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5043684244155884},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4823872148990631},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4823317229747772},{"id":"https://openalex.org/keywords/plug-in","display_name":"Plug-in","score":0.47019442915916443}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6715124249458313},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.6161234378814697},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5043684244155884},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4823872148990631},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4823317229747772},{"id":"https://openalex.org/C4924752","wikidata":"https://www.wikidata.org/wiki/Q184148","display_name":"Plug-in","level":2,"score":0.47019442915916443},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi52829.2022.9761603","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi52829.2022.9761603","pdf_url":null,"source":{"id":"https://openalex.org/S4363605129","display_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","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 19th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G487895436","display_name":null,"funder_award_id":"EP/T022523/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G5212373428","display_name":null,"funder_award_id":"EP/M023281/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G7202388024","display_name":null,"funder_award_id":"952172","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1510815927","https://openalex.org/W1963427860","https://openalex.org/W2061708033","https://openalex.org/W2087416986","https://openalex.org/W2144288697","https://openalex.org/W2510165053","https://openalex.org/W2573726823","https://openalex.org/W2889700716","https://openalex.org/W2944556446","https://openalex.org/W2962840844","https://openalex.org/W2980111715","https://openalex.org/W2999778662","https://openalex.org/W3001319253","https://openalex.org/W3092052495","https://openalex.org/W3115858671","https://openalex.org/W3125800648","https://openalex.org/W3167568784","https://openalex.org/W3180330028","https://openalex.org/W4292363360"],"related_works":["https://openalex.org/W2058170566","https://openalex.org/W2772917594","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398","https://openalex.org/W2775347418"],"abstract_inverted_index":{"Current":[0],"spatiotemporal":[1],"deep":[2,42,55],"learning":[3,43,56],"approaches":[4],"to":[5,14,60,65,86],"Magnetic":[6],"Resonance":[7],"Fingerprinting":[8],"(MRF)":[9],"build":[10],"artefact-removal":[11],"models":[12],"customised":[13],"a":[15,80,93,106],"particular":[16,94],"k-space":[17],"subsampling":[18,95,132],"pattern":[19],"which":[20,62],"is":[21,36,63,102,122],"used":[22,104],"for":[23],"fast":[24],"(compressed)":[25],"acquisition.":[26],"This":[27,50,99,115],"may":[28],"not":[29],"be":[30],"useful":[31],"when":[32],"the":[33,41,66,111,118],"acquisition":[34,68,128,142],"process":[35],"unknown":[37],"during":[38,47],"training":[39],"of":[40,147],"model":[44,121],"and/or":[45],"changes":[46],"testing":[48],"time.":[49],"paper":[51],"proposes":[52],"an":[53,76],"iterative":[54,112],"plug-and-play":[57],"reconstruction":[58,113],"approach":[59],"MRF":[61],"adaptive":[64],"forward":[67],"process.":[69],"Spatiotemporal":[70],"image":[71,77],"priors":[72],"are":[73],"learned":[74],"by":[75],"denoiser":[78,101,120],"i.e.":[79],"Convolutional":[81],"Neural":[82],"Network":[83],"(CNN),":[84],"trained":[85],"remove":[87],"generic":[88],"white":[89],"gaussian":[90],"noise":[91],"(not":[92],"artefact)":[96],"from":[97],"data.":[98],"CNN":[100],"then":[103,123],"as":[105],"data-driven":[107],"shrinkage":[108],"operator":[109],"within":[110],"algorithm.":[114],"algorithm":[116],"with":[117,130],"same":[119],"tested":[124],"on":[125],"two":[126],"simulated":[127],"processes":[129],"distinct":[131],"patterns.":[133],"The":[134],"results":[135],"show":[136],"consistent":[137],"dealiasing":[138],"performance":[139],"against":[140],"both":[141],"schemes":[143],"and":[144],"accurate":[145],"mapping":[146],"tissues’":[148],"quantitative":[149],"bio-properties.":[150],"Software":[151],"available:":[152],"https://github.com/ketanfatania/QMRI-PnP-Recon-POC":[153]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-05-23T08:51:43.019350","created_date":"2025-10-10T00:00:00"}