2021
DOI: 10.1109/trpms.2020.3048642
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TOF-PET Image Reconstruction With Multiple Timing Kernels Applied on Cherenkov Radiation in BGO

Abstract: Today Time-of-Flight (TOF), in PET scanners, assumes a single, well-defined timing resolution for all events. However, recent BGO–Cherenkov detectors, combining prompt Cherenkov emission and the typical BGO scintillation, can sort events into multiple timing kernels, best described by the Gaussian mixture models. The number of Cherenkov photons detected per event impacts directly the detector time resolution and signal rise time, which can later be used to improve the coincidence timing resolution. This work p… Show more

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Cited by 27 publications
(18 citation statements)
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“…To overcome the tradeoff between a "clean" signal (high threshold) and high statistics (low threshold), a weighted reconstruction could be an option where events with high number of triggered SPADs are given more priority or serve as a seed in the reconstruction process. A similar concept with a weighting based on different timing kernels for BGO was recently demonstrated (Efhimiou et al 2020). Overall, such a detector design is a completely new way of thinking (Efthimiou 2020), focusing mostly on cost and sensitivity, while energy resolution and scatter correction in the reconstruction are the weak points.…”
Section: Energy Resolutionmentioning
confidence: 99%
“…To overcome the tradeoff between a "clean" signal (high threshold) and high statistics (low threshold), a weighted reconstruction could be an option where events with high number of triggered SPADs are given more priority or serve as a seed in the reconstruction process. A similar concept with a weighting based on different timing kernels for BGO was recently demonstrated (Efhimiou et al 2020). Overall, such a detector design is a completely new way of thinking (Efthimiou 2020), focusing mostly on cost and sensitivity, while energy resolution and scatter correction in the reconstruction are the weak points.…”
Section: Energy Resolutionmentioning
confidence: 99%
“…However, since the rise time information allows classification of events, a gain in SNR is expected when each category of the events is allocated to its proper TOF kernel; thus, events having a better time resolution can provide higher TOF kernel resolution along the LOR and thus better reconstructed image SNR, while events with worse time resolution are used in addition to maintain the high sensitivity of BGO [20]. The work presented in [39] reports a simulation toolkit that introduces multiple timing spreads on the coincident events of a full cylindrical BGO-Cherenkov PET model and an image reconstruction procedure that incorporates the multi-kernel idea. The results demonstrate a better contrast-to-noise ratio for the multi-kernel BGO model.…”
Section: Discussionmentioning
confidence: 99%
“…Acquired data will be transferred to a PC for the application of the correction methods which will be followed by image reconstruction. The inclusion of several TOF kernels in reconstruction was already demonstrated in [39], so we will follow a similar approach. However, this is out of the scope of this article and will be discussed in detail in a future work.…”
Section: Discussionmentioning
confidence: 99%
“…The coincidence window was set to 4 ns and the GATE parameter minSectorDifference to 88 [32]. In previous work on TOF PET reconstruction applied on Cherenkov radiation in BGO [28], an energy resolution of 19% was considered, whereas, for the heterostructured scintillators, worse resolution can be expected due to the layered structure. However, here, to isolate the effects of CTR on the reconstruction of TOF PET image reconstruction, the same energy resolution 20% and an energy window of 400 − 650 keV were used in all models.…”
Section: B Monte Carlo Simulationsmentioning
confidence: 99%
“…The properties of EJ232 are very similar to BC422 (Saint-Gobain), which was used by [20]. In the image reconstruction, we exploited the fraction of events with a faster CTR by applying different timing kernels [28]. We compare the performance of a heterostructure-based scanner to one with bulk BGO detectors in terms of count rates and the quality of the reconstructed images in terms of contrast recovery coefficient (CRC) and contrast to noise ratio (CNR) using the NEMA IQ phantom.…”
mentioning
confidence: 99%