A deep neural network for positioning and inter-crystal scatter identification in multiplexed PET detectors: a simulation study

FE Enríquez-Mier-y-Terán, L Zhou… - Physics in Medicine …, 2024 - iopscience.iop.org
Objective. High-resolution positron emission tomography (PET) relies on the accurate
positioning of annihilation photons impinging the crystal array. However, conventional …

Semi-monolithic meta-scintillator simulation proof-of-concept, combining accurate DOI and TOF

G Konstantinou, L Zhang, D Bonifacio… - … on Radiation and …, 2024 - ieeexplore.ieee.org
In this study, we propose and examine a unique semimonolithic metascintillator (SMMS)
detector design, where slow scintillators (BGO or LYSO) are split into thin slabs and read by …

Improving the timing resolution of positron emission tomography detectors using boosted learning—a residual physics approach

S Naunheim, Y Kuhl, D Schug… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Artificial intelligence (AI) is entering medical imaging, mainly enhancing image
reconstruction. Nevertheless, improvements throughout the entire processing, from signal …

A finely segmented semi‐monolithic detector tailored for high‐resolution PET

Y Kuhl, F Mueller, S Naunheim, M Bovelett… - Medical …, 2024 - Wiley Online Library
Background Preclinical research and organ‐dedicated applications use and require high
(spatial‐) resolution positron emission tomography (PET) detectors to visualize small …

Time and Energy Characterization of Semi-Monolithic Detectors with Different Treatments and SiPMs Suitable for Clinical Imaging

J Barrio, N Cucarella, M Freire… - … on Radiation and …, 2023 - ieeexplore.ieee.org
The use of detectors based on semi-monolithic crystals can be of interest to clinical positron
emission tomography scanners due to their time of flight (TOF) and depth of interaction (DOI) …

Experimental Validation of ANNA: Analog Neural Network ASIC for Event Positioning in Monolithic Scintillation Detectors

S Di Giacomo, M Ronchi, M Amadori… - … on Radiation and …, 2025 - ieeexplore.ieee.org
Machine learning (ML) accelerators represent an attractive area of research, offering the
potential to streamline algorithmic complexity and handle massively parallel in-memory …

Improving timing resolution of BGO for TOF-PET: a comparative analysis with and without deep learning

F Loignon-Houle, N Kratochwil, M Toussaint, C Lowis… - EJNMMI physics, 2025 - Springer
Background The renewed interest in BGO scintillators for TOF-PET is driven by the improved
Cherenkov photon detection with new blue-sensitive SiPMs. However, the slower …

Implementing an Integrated Neural Network for Real-Time Position Reconstruction in Emission Tomography With Monolithic Scintillators

S Di Giacomo, M Ronchi, G Borghi… - … on Radiation and …, 2024 - ieeexplore.ieee.org
Embedding signal processing in the front-end of radiation detectors represents an approach
to cope with the growing complexity of nuclear imaging scanners with increasing field of …

Evaluation of monolithic crystal detector with dual-ended readout utilizing multiplexing method

X Zeng, Z Zhang, D Li, X Huang, Z Wang… - Physics in Medicine …, 2024 - iopscience.iop.org
Objective. Monolithic crystal detectors are increasingly being applied in positron emission
tomography (PET) devices owing to their excellent depth-of-interaction (DOI) resolution …

A Time-Walk and Timing-Shift Correction Method for Dual-Ended Readout TOF-DOI PET Detectors

H Wang, J Xie, J Qi, SR Cherry… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Positron emission tomography (PET) detectors suffer from time-walk when the leading edge
discriminator is employed for timing pick-off as well as a timing-shift when thick crystals are …