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physics.ins-det2025
Algorithms for Achieving Subpixel Resolution in Muon Tomography
Matthew Mark Romano, JungHyun Bae, Paul Cantonwine
We show that machine learning methods produce superior particle position reconstruction accuracy in scintillation-based detectors.
physics.ins-det2025
Machine learning methods for subpixel trajectory reconstruction in discretized position detectors
Matthew Mark Romano, Zhengzhi Liu, JungHyun Bae
In this study, we demonstrate that compared with traditional centroid-based methods, machine learning methods (particularly transformer-based architectures) achieve superior subpix…