基于图像直方图的能量-图像转换器伽马射线图像噪声生成

Ren Komatsu, Hanwool Woo, Yusuke Tamura, A. Yamashita, H. Asama
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引用次数: 1

摘要

提出了一种模拟伽玛射线辐照引起的图像噪声的新方法。利用蒙特卡罗模拟计算了伽马射线与图像传感器之间的相互作用,并估计了每个像素的能量沉积。提出了一种从能量沉积中产生图像噪声的转换模块。转换的目的是使转换后的能量沉积具有与真实伽马射线图像噪声相似的图像直方图。在伽玛射线辐照试验中,利用圆形鱼眼相机获得了真实的伽玛射线图像噪声。实验证明了该方法的有效性。我们相信,这项研究将有利于研究界制定福岛第一核电站退役的方法。我们的源代码可从https://github.com/matsuren/pixel_noise_sim_geant4获得。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Gamma-ray Image Noise Generation Using Energy-Image Converter Based on Image Histogram
We propose a novel method to simulate image noise caused by gamma-ray irradiation. Monte Carlo simulation is utilized to calculate the interaction between the gamma-ray and the image sensor, and the energy deposit in each pixel is estimated. A converter module is proposed for generating image noise from the energy deposit. The conversion is designed so that the converted energy deposit has a similar image histogram to the real gamma-ray image noise. The real gamma-ray image noise is obtained by using circular fisheye cameras in gamma-ray irradiation tests. We demonstrate the effectiveness of the proposed method in experiments. We believe that this study would be beneficial for the development of methods for decommissioning the Fukushima Daiichi Nuclear Power Plant by the research community. Our source code is available at https://github.com/matsuren/pixel_noise_sim_geant4.
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