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Coherent noise remover for Optical Projection Tomography

机译:用于光学投影层析成像的相干噪声消除器

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Optical Projection Tomography (OPT) is a 3-Dimentional (3D) imaging technique for small specimens between 1mm and 10mm in size. Due to its high resolution and whole-body imaging ability, OPT has been widely used for imaging of small specimens such as murine embryos, murine organs, zebra fish, and plant sections. During an OPT imaging experiment, the ring artifacts are very common which severely impact the image quality of OPT. A ring artifact is caused by a bad pixel on the camera, or impurities on surface of lens and index matching vessel. Here we term these noises as coherent noise because they stay in the same image region during an OPT experiment. Currently, there is still no effective method to remove coherent noises. To address this problem, we propose a novel method to suppress the coherent noises before 3D OPT reconstruction. Our method consists of two steps: 1) find bad pixel positions on a blank image without specimen by using threshold segmentation, then fix the bad pixels on the projection image by using average of their neighbor pixels, 2) remove remained coherent noises on the sinogram by using Variational Coherent noise Remover (VSNR) method. After the two steps, lots of method can be used to generate the tomographic slices from the modified sinograms. We apply our method to a mouse heart imaging with our home-made OPT system. The experimental results show that our method has a good suppression on coherent noise and greatly improves the image quality. The innovation of our method is that we remove coherent noise automatically from both projection image and sinogram and they complement each other.
机译:光学投影层析成像(OPT)是一种3维(3D)成像技术,适用于尺寸在1mm至10mm之间的小样本。由于其高分辨率和全身成像能力,OPT已被广泛用于对小样本进行成像,例如鼠类胚胎,鼠类器官,斑马鱼和植物切片。在OPT成像实验期间,环形伪影非常常见,严重影响了OPT的图像质量。环形伪影是由相机上的不良像素或镜头和折射率匹配器皿表面的杂质引起的。在这里,我们将这些噪声称为相干噪声,因为它们在OPT实验中会停留在相同的图像区域中。当前,仍然没有消除相干噪声的有效方法。为了解决这个问题,我们提出了一种在3D OPT重建之前抑制相干噪声的新颖方法。我们的方法包括两个步骤:1)通过使用阈值分割在没有样本的情况下找到空白图像上的不良像素位置,然后通过使用其相邻像素的平均值将不良像素固定在投影图像上; 2)去除正弦图上残留的相干噪声通过使用变分相干噪声消除器(VSNR)方法。经过这两个步骤,可以使用许多方法从修改后的正弦图生成断层扫描切片。我们使用自制的OPT系统将方法应用于小鼠心脏成像。实验结果表明,该方法对相干噪声具有良好的抑制作用,可以大大提高图像质量。我们方法的创新之处在于,我们可以自动从投影图像和正弦图中去除相干噪声,并且它们彼此互补。

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