Bin mode estimation methods for Compton camera imaging
Nuclear Instruments and Methods in Physics Research A, vol. 760, pp. 46–56
Authors:
- Shiro Ikeda
- Hirokazu Odaka
- Makoto Uemura
- Tadayuki Takahashi
- Shin Watanabe
- Shin’ichiro Takeda
URL:
Abstract:
We study the image reconstruction problem of a Compton camera which consists of semiconductor detectors. The image reconstruction is formulated as a statistical estimation problem. We employ a bin-mode estimation (BME) and extend an existing framework to a Compton camera with multiple scatterers and absorbers. Two estimation algorithms are proposed: an accelerated EM algorithm for the maximum likelihood estimation (MLE) and a modified EM algorithm for the maximum a posteriori (MAP) estimation. Numerical simulations demonstrate the potential of the proposed methods.