{"id":"https://openalex.org/W4388963730","doi":"https://doi.org/10.48550/arxiv.2311.13485","title":"Deep-learning-based acceleration of MRI for radiotherapy planning of pediatric patients with brain tumors","display_name":"Deep-learning-based acceleration of MRI for radiotherapy planning of pediatric patients with brain tumors","publication_year":2023,"publication_date":"2023-11-22","ids":{"openalex":"https://openalex.org/W4388963730","doi":"https://doi.org/10.48550/arxiv.2311.13485"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2311.13485","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2311.13485","pdf_url":"https://arxiv.org/pdf/2311.13485","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":null},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2311.13485","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071137149","display_name":"Shahinur Alam","orcid":"https://orcid.org/0000-0002-0126-3924"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Alam, Shahinur","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002321302","display_name":"Jinsoo Uh","orcid":"https://orcid.org/0000-0001-6837-8681"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Uh, Jinsoo","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031180554","display_name":"Alexander Dresner","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dresner, Alexander","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007882811","display_name":"Chia\u2010Ho Hua","orcid":"https://orcid.org/0000-0002-6642-4004"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hua, Chia-ho","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5009717967","display_name":"Khaled Khairy","orcid":"https://orcid.org/0000-0002-9274-5928"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Khairy, Khaled","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5071137149"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9994999766349792,"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":0.9994999766349792,"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/T10358","display_name":"Advanced Radiotherapy Techniques","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9896000027656555,"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/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.711315393447876},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5586684346199036},{"id":"https://openalex.org/keywords/radiation-treatment-planning","display_name":"Radiation treatment planning","score":0.4851420819759369},{"id":"https://openalex.org/keywords/surgical-planning","display_name":"Surgical planning","score":0.469200074672699},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.43942171335220337},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4108181595802307},{"id":"https://openalex.org/keywords/radiation-therapy","display_name":"Radiation therapy","score":0.39064791798591614},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.38886889815330505},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3529800474643707},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.35127848386764526}],"concepts":[{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.711315393447876},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5586684346199036},{"id":"https://openalex.org/C201645570","wikidata":"https://www.wikidata.org/wiki/Q830637","display_name":"Radiation treatment planning","level":3,"score":0.4851420819759369},{"id":"https://openalex.org/C2779370443","wikidata":"https://www.wikidata.org/wiki/Q1776627","display_name":"Surgical planning","level":2,"score":0.469200074672699},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.43942171335220337},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4108181595802307},{"id":"https://openalex.org/C509974204","wikidata":"https://www.wikidata.org/wiki/Q180507","display_name":"Radiation therapy","level":2,"score":0.39064791798591614},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.38886889815330505},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3529800474643707},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.35127848386764526},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2311.13485","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2311.13485","pdf_url":"https://arxiv.org/pdf/2311.13485","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":null},{"id":"doi:10.48550/arxiv.2311.13485","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2311.13485","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2311.13485","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2311.13485","pdf_url":"https://arxiv.org/pdf/2311.13485","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":null},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2327340211","https://openalex.org/W2027542625","https://openalex.org/W2003305474","https://openalex.org/W2041795146","https://openalex.org/W1992188083","https://openalex.org/W2132086612","https://openalex.org/W2030432248","https://openalex.org/W2467923256","https://openalex.org/W2330220355","https://openalex.org/W2192255940"],"abstract_inverted_index":{"Magnetic":[0],"Resonance":[1],"Imaging":[2],"(MRI)":[3],"is":[4,27,47],"a":[5,36,106,164,169],"non-invasive":[6],"diagnostic":[7,91],"and":[8,75,145,151],"radiotherapy":[9],"(RT)":[10],"planning":[11],"tool,":[12],"offering":[13],"detailed":[14],"insights":[15],"into":[16],"the":[17,20,174],"anatomy":[18],"of":[19,43,131,156,166],"human":[21],"body.":[22],"The":[23],"extensive":[24],"scan":[25,67],"time":[26,68,162],"stressful":[28],"for":[29,49,56,90,111,185,189],"patients,":[30],"who":[31,52],"must":[32],"remain":[33],"motionless":[34],"in":[35],"prolonged":[37],"imaging":[38,44],"procedure":[39],"that":[40],"prioritizes":[41],"reduction":[42],"artifacts.":[45],"This":[46],"challenging":[48],"pediatric":[50],"patients":[51],"may":[53],"require":[54],"measures":[55],"managing":[57],"voluntary":[58],"motions":[59],"such":[60],"as":[61],"anesthesia.":[62],"Several":[63],"computational":[64],"approaches":[65,87],"reduce":[66],"(fast":[69],"MRI),":[70],"by":[71,163],"recording":[72],"fewer":[73],"measurements":[74],"digitally":[76],"recovering":[77],"full":[78],"information":[79],"via":[80],"post-acquisition":[81],"reconstruction.":[82],"However,":[83],"most":[84],"fast":[85],"MRI":[86,112,187],"were":[88],"developed":[89,105],"imaging,":[92],"without":[93,152],"addressing":[94],"reconstruction":[95,113],"challenges":[96],"specific":[97],"to":[98],"RT":[99,190],"planning.":[100,191],"In":[101],"this":[102],"work,":[103],"we":[104],"deep":[107],"learning-based":[108],"method":[109,126,177],"(DeepMRIRec)":[110],"from":[114,136],"undersampled":[115],"data":[116,130],"acquired":[117,135],"with":[118,139,150],"RT-specific":[119],"receiver":[120],"coil":[121,157],"arrangements.":[122],"We":[123],"evaluated":[124,175],"our":[125],"against":[127],"fully":[128],"sampled":[129],"T1-weighted":[132],"MR":[133],"images":[134],"73":[137],"children":[138],"brain":[140],"tumors/surgical":[141],"beds":[142],"using":[143],"loop":[144],"posterior":[146],"coils":[147],"(12":[148],"channels),":[149],"applying":[153],"virtual":[154],"compression":[155],"elements.":[158],"DeepMRIRec":[159],"reduced":[160],"scanning":[161,188],"factor":[165],"four":[167],"producing":[168],"structural":[170],"similarity":[171],"score":[172],"surpassing":[173],"state-of-the-art":[176],"(0.960":[178],"vs":[179],"0.896),":[180],"thereby":[181],"demonstrating":[182],"its":[183],"potential":[184],"accelerating":[186]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2023-11-24T00:00:00"}
