{"id":"https://openalex.org/W7204991318","doi":"https://doi.org/10.3390/diagnostics16172825","title":"Feasibility Study of Deep Learning-Driven Image Restoration for Fast, Low-Count [18F]FP-CIT Digital PET/CT","display_name":"Feasibility Study of Deep Learning-Driven Image Restoration for Fast, Low-Count [18F]FP-CIT Digital PET/CT","publication_year":2026,"publication_date":"2026-09-02","ids":{"openalex":"https://openalex.org/W7204991318","doi":"https://doi.org/10.3390/diagnostics16172825","pmid":"https://pubmed.ncbi.nlm.nih.gov/42739255","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/13564493"},"language":"en","primary_location":{"id":"doi:10.3390/diagnostics16172825","doi":"https://doi.org/10.3390/diagnostics16172825","is_oa":true,"landing_page_url":"https://doi.org/10.3390/diagnostics16172825","pdf_url":null,"source":{"id":"https://openalex.org/S4210172076","display_name":"Diagnostics","issn_l":"2075-4418","issn":["2075-4418"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Diagnostics","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/diagnostics16172825","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5140532796","display_name":"Sora Baek","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I146824383","display_name":"Hallym University","ror":"https://ror.org/03sbhge02","country_code":"KR","type":"education","lineage":["https://openalex.org/I146824383"]},{"id":"https://openalex.org/I4210147999","display_name":"Kangdong Sacred Heart Hospital","ror":"https://ror.org/05mx1gf76","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I4210147999"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sora Baek","raw_affiliation_strings":["Department of Nuclear Medicine, Kangdong Sacred Heart Hospital, Hallym University College of Medicine, 150, Seongan-ro, Gangdong-gu, Seoul 05355, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Nuclear Medicine, Kangdong Sacred Heart Hospital, Hallym University College of Medicine, 150, Seongan-ro, Gangdong-gu, Seoul 05355, Republic of Korea","institution_ids":["https://openalex.org/I146824383","https://openalex.org/I4210147999"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100420172","display_name":"Ji Young Kim","orcid":"https://orcid.org/0000-0003-2199-4529","observed_orcids":["https://orcid.org/0000-0003-2199-4529"]},"institutions":[{"id":"https://openalex.org/I4210152466","display_name":"Hanyang University Medical Center","ror":"https://ror.org/05tn05n57","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I4210152466","https://openalex.org/I4575257"]},{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Ji Young Kim","raw_affiliation_strings":["Department of Nuclear Medicine, Hanyang University Medical Center, Hanyang University College of Medicine, 221-1, Wangsimni-ro, Seongdong-gu, Seoul 04763, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0003-2199-4529","affiliations":[{"raw_affiliation_string":"Department of Nuclear Medicine, Hanyang University Medical Center, Hanyang University College of Medicine, 221-1, Wangsimni-ro, Seongdong-gu, Seoul 04763, Republic of Korea","institution_ids":["https://openalex.org/I4210152466","https://openalex.org/I4575257"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069607695","display_name":"Jae Young Joo","orcid":"https://orcid.org/0000-0003-2485-6105","observed_orcids":["https://orcid.org/0000-0003-2485-6105"]},"institutions":[{"id":"https://openalex.org/I21028721","display_name":"Eulji University","ror":"https://ror.org/005bty106","country_code":"KR","type":"education","lineage":["https://openalex.org/I21028721"]},{"id":"https://openalex.org/I4405258978","display_name":"Eulji University Uijeongbu Eulji Medical Center","ror":"https://ror.org/01ghq5e75","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I21028721","https://openalex.org/I4210164890","https://openalex.org/I4405258978"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jae Young Joo","raw_affiliation_strings":["Department of Neurology, Uijeongbu Eulji Medical Center, Eulji University School of Medicine, 712, Dongil-ro, Uijeongbu-si 11759, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, Uijeongbu Eulji Medical Center, Eulji University School of Medicine, 712, Dongil-ro, Uijeongbu-si 11759, Republic of Korea","institution_ids":["https://openalex.org/I21028721","https://openalex.org/I4405258978"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016385790","display_name":"Hyung\u2010Ji Kim","orcid":"https://orcid.org/0000-0002-9163-4927","observed_orcids":["https://orcid.org/0000-0002-9163-4927"]},"institutions":[{"id":"https://openalex.org/I21028721","display_name":"Eulji University","ror":"https://ror.org/005bty106","country_code":"KR","type":"education","lineage":["https://openalex.org/I21028721"]},{"id":"https://openalex.org/I4405258978","display_name":"Eulji University Uijeongbu Eulji Medical Center","ror":"https://ror.org/01ghq5e75","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I21028721","https://openalex.org/I4210164890","https://openalex.org/I4405258978"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyung-ji Kim","raw_affiliation_strings":["Department of Neurology, Uijeongbu Eulji Medical Center, Eulji University School of Medicine, 712, Dongil-ro, Uijeongbu-si 11759, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, Uijeongbu Eulji Medical Center, Eulji University School of Medicine, 712, Dongil-ro, Uijeongbu-si 11759, Republic of Korea","institution_ids":["https://openalex.org/I21028721","https://openalex.org/I4405258978"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031505816","display_name":"Ohyun Kwon","orcid":"https://orcid.org/0000-0001-9806-814X","observed_orcids":["https://orcid.org/0000-0001-9806-814X"]},"institutions":[{"id":"https://openalex.org/I21028721","display_name":"Eulji University","ror":"https://ror.org/005bty106","country_code":"KR","type":"education","lineage":["https://openalex.org/I21028721"]},{"id":"https://openalex.org/I4405258978","display_name":"Eulji University Uijeongbu Eulji Medical Center","ror":"https://ror.org/01ghq5e75","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I21028721","https://openalex.org/I4210164890","https://openalex.org/I4405258978"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Ohyun Kwon","raw_affiliation_strings":["Department of Neurology, Uijeongbu Eulji Medical Center, Eulji University School of Medicine, 712, Dongil-ro, Uijeongbu-si 11759, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, Uijeongbu Eulji Medical Center, Eulji University School of Medicine, 712, Dongil-ro, Uijeongbu-si 11759, Republic of Korea","institution_ids":["https://openalex.org/I21028721","https://openalex.org/I4405258978"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5149104174","display_name":"Minkyu Lee","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I21028721","display_name":"Eulji University","ror":"https://ror.org/005bty106","country_code":"KR","type":"education","lineage":["https://openalex.org/I21028721"]},{"id":"https://openalex.org/I4405258978","display_name":"Eulji University Uijeongbu Eulji Medical Center","ror":"https://ror.org/01ghq5e75","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I21028721","https://openalex.org/I4210164890","https://openalex.org/I4405258978"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Minkyu Lee","raw_affiliation_strings":["Department of Nuclear Medicine, Uijeongbu Eulji Medical Center, Eulji University School of Medicine, 712, Dongil-ro, Uijeongbu-si 11759, Republic of Korea","Department of Radiological Science, College of Health Science, Eulji University, 553, Sanseong-daero, Sujeong-gu, Seongnam-si 13135, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Nuclear Medicine, Uijeongbu Eulji Medical Center, Eulji University School of Medicine, 712, Dongil-ro, Uijeongbu-si 11759, Republic of Korea","institution_ids":["https://openalex.org/I21028721","https://openalex.org/I4405258978"]},{"raw_affiliation_string":"Department of Radiological Science, College of Health Science, Eulji University, 553, Sanseong-daero, Sujeong-gu, Seongnam-si 13135, Republic of Korea","institution_ids":["https://openalex.org/I21028721"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125965980","display_name":"Min-Gwan Lee","orcid":"https://orcid.org/0009-0004-7193-8052","observed_orcids":["https://orcid.org/0009-0004-7193-8052"]},"institutions":[{"id":"https://openalex.org/I21028721","display_name":"Eulji University","ror":"https://ror.org/005bty106","country_code":"KR","type":"education","lineage":["https://openalex.org/I21028721"]},{"id":"https://openalex.org/I4405258978","display_name":"Eulji University Uijeongbu Eulji Medical Center","ror":"https://ror.org/01ghq5e75","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I21028721","https://openalex.org/I4210164890","https://openalex.org/I4405258978"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Min-Gwan Lee","raw_affiliation_strings":["Department of Nuclear Medicine, Uijeongbu Eulji Medical Center, Eulji University School of Medicine, 712, Dongil-ro, Uijeongbu-si 11759, Republic of Korea","Department of Radiological Science, College of Health Science, Eulji University, 553, Sanseong-daero, Sujeong-gu, Seongnam-si 13135, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Nuclear Medicine, Uijeongbu Eulji Medical Center, Eulji University School of Medicine, 712, Dongil-ro, Uijeongbu-si 11759, Republic of Korea","institution_ids":["https://openalex.org/I21028721","https://openalex.org/I4405258978"]},{"raw_affiliation_string":"Department of Radiological Science, College of Health Science, Eulji University, 553, Sanseong-daero, Sujeong-gu, Seongnam-si 13135, Republic of Korea","institution_ids":["https://openalex.org/I21028721"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058046942","display_name":"Chanrok Park","orcid":"https://orcid.org/0000-0003-4103-5704","observed_orcids":["https://orcid.org/0000-0003-4103-5704"]},"institutions":[{"id":"https://openalex.org/I21028721","display_name":"Eulji University","ror":"https://ror.org/005bty106","country_code":"KR","type":"education","lineage":["https://openalex.org/I21028721"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Chanrok Park","raw_affiliation_strings":["Department of Radiological Science, College of Health Science, Eulji University, 553, Sanseong-daero, Sujeong-gu, Seongnam-si 13135, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0003-4103-5704","affiliations":[{"raw_affiliation_string":"Department of Radiological Science, College of Health Science, Eulji University, 553, Sanseong-daero, Sujeong-gu, Seongnam-si 13135, Republic of Korea","institution_ids":["https://openalex.org/I21028721"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5092573777","display_name":"Sun Young Chae","orcid":"https://orcid.org/0000-0002-8066-4821","observed_orcids":["https://orcid.org/0000-0002-8066-4821"]},"institutions":[{"id":"https://openalex.org/I21028721","display_name":"Eulji University","ror":"https://ror.org/005bty106","country_code":"KR","type":"education","lineage":["https://openalex.org/I21028721"]},{"id":"https://openalex.org/I4405258978","display_name":"Eulji University Uijeongbu Eulji Medical Center","ror":"https://ror.org/01ghq5e75","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I21028721","https://openalex.org/I4210164890","https://openalex.org/I4405258978"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Sun Young Chae","raw_affiliation_strings":["Department of Nuclear Medicine, Uijeongbu Eulji Medical Center, Eulji University School of Medicine, 712, Dongil-ro, Uijeongbu-si 11759, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0002-8066-4821","affiliations":[{"raw_affiliation_string":"Department of Nuclear Medicine, Uijeongbu Eulji Medical Center, Eulji University School of Medicine, 712, Dongil-ro, Uijeongbu-si 11759, Republic of Korea","institution_ids":["https://openalex.org/I21028721","https://openalex.org/I4405258978"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5058046942","https://openalex.org/A5092573777"],"corresponding_institution_ids":["https://openalex.org/I21028721","https://openalex.org/I4405258978"],"apc_list":{"value":2600,"currency":"CHF","value_usd":3137},"apc_paid":{"value":2600,"currency":"CHF","value_usd":3137},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"16","issue":"17","first_page":"2825","last_page":"2825"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9916999936103821,"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/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9916999936103821,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.003100000089034438,"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/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.0008999999845400453,"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/18f-fp-cit","display_name":"18F-FP-CIT","score":0.9779999852180481},{"id":"https://openalex.org/keywords/dopamine-transporter-imaging","display_name":"dopamine transporter imaging","score":0.8159999847412109},{"id":"https://openalex.org/keywords/deep-learning-image-restoration","display_name":"deep learning image restoration","score":0.7900000214576721},{"id":"https://openalex.org/keywords/short-acquisition-time","display_name":"short acquisition time","score":0.546999990940094},{"id":"https://openalex.org/keywords/u-net","display_name":"U-Net","score":0.7710000276565552},{"id":"https://openalex.org/keywords/parkinsonism","display_name":"parkinsonism","score":0.796999990940094},{"id":"https://openalex.org/keywords/atypical-parkinsonism","display_name":"atypical parkinsonism","score":0.9810000061988831},{"id":"https://openalex.org/keywords/striatal-dopamine-transporter-binding","display_name":"striatal dopamine transporter binding","score":0.7409999966621399},{"id":"https://openalex.org/keywords/standardized-uptake-value-ratio","display_name":"standardized uptake value ratio","score":0.9470000267028809},{"id":"https://openalex.org/keywords/image-quality","display_name":"image quality","score":0.6010000109672546},{"id":"https://openalex.org/keywords/list-mode-data","display_name":"list-mode data","score":0.527999997138977}],"concepts":[{"id":"https://openalex.org/C160798450","wikidata":"https://www.wikidata.org/wiki/Q4230870","display_name":"Concordance","level":2,"score":0.6614999771118164},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.630299985408783},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.616100013256073},{"id":"https://openalex.org/C168820333","wikidata":"https://www.wikidata.org/wiki/Q448889","display_name":"Visual inspection","level":2,"score":0.4823000133037567},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4790000021457672},{"id":"https://openalex.org/C2775842073","wikidata":"https://www.wikidata.org/wiki/Q208376","display_name":"Positron emission tomography","level":2,"score":0.44040000438690186},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.4106999933719635},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4000999927520752},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.3862000107765198},{"id":"https://openalex.org/C42781572","wikidata":"https://www.wikidata.org/wiki/Q1250322","display_name":"Digital image","level":4,"score":0.38440001010894775},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3813000023365021},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.37400001287460327},{"id":"https://openalex.org/C112416745","wikidata":"https://www.wikidata.org/wiki/Q974213","display_name":"Digital imaging","level":5,"score":0.36309999227523804},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.3476000130176544},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.34130001068115234},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.321399986743927},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.31610000133514404},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.298799991607666},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.2939999997615814},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.28600001335144043},{"id":"https://openalex.org/C2776755682","wikidata":"https://www.wikidata.org/wiki/Q2271947","display_name":"Dopamine transporter","level":4,"score":0.28060001134872437},{"id":"https://openalex.org/C71907059","wikidata":"https://www.wikidata.org/wiki/Q223323","display_name":"Root mean square","level":2,"score":0.2727000117301941},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.26089999079704285},{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.25999999046325684},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.25529998540878296},{"id":"https://openalex.org/C3020001037","wikidata":"https://www.wikidata.org/wiki/Q836575","display_name":"Quality assessment","level":3,"score":0.2551000118255615}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/diagnostics16172825","doi":"https://doi.org/10.3390/diagnostics16172825","is_oa":true,"landing_page_url":"https://doi.org/10.3390/diagnostics16172825","pdf_url":null,"source":{"id":"https://openalex.org/S4210172076","display_name":"Diagnostics","issn_l":"2075-4418","issn":["2075-4418"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Diagnostics","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13564493","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13564493/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13564493/pdf/diagnostics-16-02825.pdf","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,"listed_in":[],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Diagnostics (Basel)","raw_type":"Text"},{"id":"pmid:42739255","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42739255","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,"listed_in":[],"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":"Diagnostics (Basel, Switzerland)","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:e01a3bf8ea1845a9857cf9b1f2b973fd","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/e01a3bf8ea1845a9857cf9b1f2b973fd","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Diagnostics, Vol 16, Iss 17, p 2825 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/diagnostics16172825","doi":"https://doi.org/10.3390/diagnostics16172825","is_oa":true,"landing_page_url":"https://doi.org/10.3390/diagnostics16172825","pdf_url":null,"source":{"id":"https://openalex.org/S4210172076","display_name":"Diagnostics","issn_l":"2075-4418","issn":["2075-4418"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Diagnostics","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.9391000270843506,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1943834819","display_name":null,"funder_award_id":"RS-2025-24873027","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G3686024194","display_name":null,"funder_award_id":"NRF-2022R1G1A1004775","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G8474867240","display_name":null,"funder_award_id":"RS-2025-24873027","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G8930622983","display_name":null,"funder_award_id":"2023-EMBRI UI0002","funder_id":"https://openalex.org/F4320321218","funder_display_name":"Eulji University"}],"funders":[{"id":"https://openalex.org/F4320309327","display_name":"Google","ror":"https://ror.org/00njsd438"},{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320321218","display_name":"Eulji University","ror":"https://ror.org/005bty106"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7204991318.pdf","grobid_xml":"https://content.openalex.org/works/W7204991318.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1829251706","https://openalex.org/W1937986500","https://openalex.org/W1983897914","https://openalex.org/W1989971683","https://openalex.org/W2008560062","https://openalex.org/W2133149158","https://openalex.org/W2133218279","https://openalex.org/W2144707045","https://openalex.org/W2155299862","https://openalex.org/W2336893408","https://openalex.org/W2531636604","https://openalex.org/W2559827019","https://openalex.org/W2623521763","https://openalex.org/W2623663856","https://openalex.org/W2799400262","https://openalex.org/W2919115771","https://openalex.org/W2943448780","https://openalex.org/W3122629112","https://openalex.org/W3127712352","https://openalex.org/W3135955764","https://openalex.org/W3183802616","https://openalex.org/W4281976913","https://openalex.org/W4283376810","https://openalex.org/W4390928544","https://openalex.org/W4400888916","https://openalex.org/W4402439277","https://openalex.org/W7143404266","https://openalex.org/W7168159437"],"related_works":["https://openalex.org/W4413139985","https://openalex.org/W4413787414","https://openalex.org/W3135424186","https://openalex.org/W7204755624","https://openalex.org/W4228996928","https://openalex.org/W4387899858","https://openalex.org/W7127649561","https://openalex.org/W4366486968","https://openalex.org/W7168159437","https://openalex.org/W7167469297"],"abstract_inverted_index":{"Background/Objectives:":[0],"N-3-[18F]fluoropropyl-2\u03b2-carbomethoxy-3\u03b2-4-iodophenyl":[1],"nortropane":[2],"([18F]FP-CIT)":[3],"positron":[4],"emission":[5],"tomography/computed":[6],"tomography":[7],"(PET/CT)":[8],"is":[9],"an":[10],"effective":[11],"imaging":[12],"tool":[13],"for":[14,168,174,205],"diagnosing":[15],"parkinsonism.":[16,198,266],"This":[17],"study":[18],"evaluated":[19],"the":[20,75,112,146,163,178,187,206,218,245,249,259],"feasibility":[21],"of":[22,28,95,127,159,224,262],"deep":[23],"learning":[24],"(DL)-driven":[25],"image":[26,85,144,170,242],"restoration":[27],"short-duration":[29],"[18F]FP-CIT":[30,40,234],"images.":[31,189,226,251],"Methods:":[32],"List-mode":[33],"data":[34],"from":[35,78],"202":[36],"patients":[37,195,263],"who":[38],"underwent":[39],"PET/CT":[41],"were":[42,56],"reconstructed":[43],"into":[44,58],"30-s":[45],"(30sec),":[46],"1-min":[47],"(1min),":[48],"and":[49,61,80,107,120,133,138,172,181,183,202,212],"reference":[50,164,219],"10-min":[51],"(10min)":[52],"acquisition":[53,238],"durations.":[54],"Patients":[55],"divided":[57],"training,":[59],"validation,":[60],"test":[62],"sets":[63],"in":[64,157,177,186,194,244,248,253,258],"a":[65,90],"6:2:2":[66],"ratio.":[67],"The":[68,83,228],"U-Net":[69],"model":[70],"was":[71,87,166,256],"implemented":[72],"to":[73,217],"generate":[74],"DL":[76],"images":[77,165,208,235],"30sec":[79,137],"1min":[81,139],"data.":[82],"visual":[84,93,169,175,254],"quality":[86,109,122,171,243],"assessed":[88],"using":[89],"three-point":[91],"scale,":[92],"interpretation":[94,176,255],"striatal":[96],"dopamine":[97],"transporter":[98],"binding":[99],"patterns,":[100],"regional":[101],"standardized":[102],"uptake":[103],"value":[104],"ratios":[105],"(SUVRs),":[106],"quantitative":[108,203],"metrics":[110,204],"including":[111],"peak":[113],"signal-to-noise":[114],"ratio,":[115],"root":[116],"mean":[117],"squared":[118],"error,":[119],"universal":[121],"index":[123],"among":[124],"five":[125],"series":[126],"images:":[128],"30sec,":[129],"1min,":[130],"DL-30sec,":[131],"DL-1min,":[132],"10min.":[134],"Results:":[135],"While":[136],"low-count":[140],"scans":[141,153],"showed":[142,149,209],"poor":[143],"quality,":[145],"DL-driven":[147,229],"algorithm":[148],"significant":[150],"improvement;":[151],"DL-1min":[152,188,207,246],"achieved":[154],"excellent":[155],"ratings":[156],"95%":[158],"cases.":[160],"Concordance":[161,252],"with":[162,196,215,222,240,264],"85.0%":[167],"92.5%":[173],"DL-30sec":[179,225,250],"images,":[180,220],"97.5%":[182],"92.5%,":[184],"respectively,":[185],"Discordant":[190],"interpretations":[191],"occurred":[192],"mainly":[193],"atypical":[197,265],"Regional":[199],"SUVR":[200],"values":[201],"good":[210],"agreement":[211],"smaller":[213],"biases":[214],"respect":[216],"compared":[221],"those":[223],"Conclusions:":[227],"method":[230],"generated":[231],"clinically":[232],"acceptable":[233],"while":[236],"reducing":[237],"time,":[239],"better":[241],"than":[247],"reduced":[257],"small":[260],"subgroup":[261]},"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-09-02T00:00:00"}