三维剂量测量系统中传统深度估计算法与快速EPI算法对纵向分辨率影响的对比

Comparative Study of Traditional Depth Estimation Algorithm and Fast EPI Algorithm on the Influence of Longitudinal Resolution in 3D Dose Measurement System

  • 摘要: 利用组织等效闪烁材料及光场相机构成的三维剂量测量系统,能够准确测量质子或重离子在组织等效材料中的三维剂量分布信息,为放射治疗中的剂量估算提供更为准确的参考。光场相机捕获质子或重离子在组织等效材料中沉积能量产生的闪烁光信息,利用深度估计算法反演得到质子或重离子在组织等效闪烁材料中的三维分布信息。深度估计算法对于纵向分辨率有较大影响,进而影响三维剂量分布信息的准确性。文中首先利用光场相机获得闪烁光的平面分布图像;然后,通过实验比较并分析传统深度估计算法和快速极线平面图(epipolar plane image, PEI)算法对图像纵向分辨率的影响;最后,根据对比实验得出在三维剂量测量系统中,传统的深度估计算法从子图像块间的相关性角度考虑其深度信息,比快速EPI算法从EPI序列中经过位移变化计算方差能更好的获取图像的纵向分辨率。

     

    Abstract: The three-dimensional dosimetry system composed of tissue equivalent scintillation material and light field camera can accurately measure the three-dimensional dose distribution information of protons or heavy ions in tissue equivalent materials, and provide a more accurate reference for dose estimation in radiotherapy. The flicker information produced by the deposition energy of protons or heavy ions in the tissue equivalent material is captured by the light field camera, and the three-dimensional distribution information of the protons or heavy ions in the tissue equivalent scintillation material is obtained by using the depth estimation algorithm. The depth estimation algorithm has a great influence on the longitudinal resolution, and then affects the accuracy of the three-dimensional dose distribution information. In this paper, firstly, the plane distribution image of flashing light is obtained by light field camera, and then the effects of traditional depth estimation algorithm and fast EPI (epipolar plane image) algorithm on the longitudinal resolution of the image are compared and analyzed. Finally, according to the comparative experiment, it is concluded that in the three-dimensional dosimetry system, the traditional depth estimation algorithm considers the depth information from the point of view of the correlation between the sub-image blocks. Compared with the fast EPI algorithm which calculates variance through displacement change from EPI sequence, the traditional depth estimation algorithm can obtain better longitudinal resolution of the image.

     

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