f08a20512080c6bc7c01c9612da79ab4 ejnphy_a2025m1v12p2.pdf ff68b93d702ce405cbd0402b4b72a13e01272331 ejnphy_a2025m1v12p2.pdf fa21fc8787b15bbfdedbbf38bbfb60c74fbc9b478f20fdc6ce269660506cc7dc ejnphy_a2025m1v12p2.pdf Title: Improving timing resolution of BGO for TOF-PET: a comparative analysis with and without deep learning Subject: EJNMMI Physics, https://doi.org/10.1186/s40658-024-00711-6 Keywords: Time-of-flight PET; Fast timing; BGO; Time resolution; Cherenkov; Deep learning Author: Francis Loignon-Houle Creator: Springer Producer: Acrobat Distiller 10.1.8 (Windows); modified using iText® 5.3.5 ©2000-2012 1T3XT BVBA (SPRINGER SBM; licensed version) CreationDate: Thu Jan 16 15:27:23 2025 CET ModDate: Fri Jan 17 04:43:07 2025 CET Custom Metadata: yes Metadata Stream: yes Tagged: no UserProperties: no Suspects: no Form: none JavaScript: no Pages: 15 Encrypted: no Page size: 595.276 x 790.866 pts Page rot: 0 File size: 2414599 bytes Optimized: no PDF version: 1.4 name type encoding emb sub 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KOLHWE+MyriadPro-Semibold4 Type 1C Custom yes yes no 487 0 Jhove (Rel. 1.28.0, 2023-05-18) Date: 2025-10-09 03:52:22 CEST RepresentationInformation: ejnphy_a2025m1v12p2.pdf ReportingModule: PDF-hul, Rel. 1.12.4 (2023-03-16) LastModified: 2025-10-08 17:41:28 CEST Size: 2414599 Format: PDF Version: 1.4 Status: Well-Formed and valid SignatureMatches: PDF-hul MIMEtype: application/pdf PDFMetadata: Objects: 1287 FreeObjects: 1 IncrementalUpdates: 0 DocumentCatalog: ViewerPreferences: HideToolbar: false HideMenubar: false HideWindowUI: false FitWindow: false CenterWindow: false DisplayDocTitle: false NonFullScreenPageMode: UseNone Direction: L2R ViewArea: CropBox ViewClip: CropBox PrintArea: CropBox PageClip: CropBox PageLayout: SinglePage PageMode: UseOutlines Language: EN Outlines: Item: Title: Improving timing resolution of BGO for TOF-PET: a comparative analysis with and without deep learning Children: Item: Title: Abstract Children: Item: Title: Background: Item: Title: Results: Item: Title: Conclusions: Item: Title: Background Item: Title: Methods Children: Item: Title: Detectors and experimental setup Item: Title: Waveform processing and CNN architecture Item: Title: TOF estimators Item: Title: Timing performance evaluation Item: Title: Results Item: Title: Discussion Item: Title: Conclusions Item: Title: Acknowledgements Item: Title: References Info: Title: Improving timing resolution of BGO for TOF-PET: a comparative analysis with and without deep learning Author: Francis Loignon-Houle Subject: EJNMMI Physics, https://doi.org/10.1186/s40658-024-00711-6 Keywords: Time-of-flight PET; Fast timing; BGO; Time resolution; Cherenkov; Deep learning Creator: Springer Producer: Acrobat Distiller 10.1.8 (Windows); modified using iText® 5.3.5 ©2000-2012 1T3XT BVBA (SPRINGER SBM; licensed version) CreationDate: Thu Jan 16 15:57:23 CET 2025 ModDate: Fri Jan 17 04:43:07 CET 2025 ID: 0x7788387140290c5a69cbacde356ff8d7, 0x93ad9e88cd6f1b7a241f7b3d7af1fe0f Filters: FilterPipeline: 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https://doi.org/10.1186/s40658-024-00711-6 Time-of-flight PET Fast timing BGO Time resolution Cherenkov Deep learning Improving timing resolution of BGO for TOF-PET: a comparative analysis with and without deep learning Francis Loignon-Houle Nicolaus Kratochwil Maxime Toussaint Carsten Lowis Gerard Ariño-Estrada Antonio J. 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If used as a dc:identifier, the URI form should be captured, and the bare identifier should also be captured using prism:doi. If an alternate unique identifier is used as the required dc:identifier, then the DOI should be specified as a bare identifier within prism:doi only. If the URL associated with a DOI is to be specified, then prism:url may be used in conjunction with prism:doi in order to provide the service endpoint (i.e. the URL). doi Text external ISSN for an electronic version of the issue in which the resource occurs. Permits publishers to include a second ISSN, identifying an electronic version of the issue in which the resource occurs (therefore e(lectronic)Issn. 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