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Coherent noise remover for Optical Projection Tomography

机译:光投影断层扫描的相干噪声卸料

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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(OPT)可以在尺寸1毫米至10mm之间的小的标本3维(3D)成像技术。由于其高分辨率和全身的成像能力,OPT已经广泛用于小标本,如鼠的胚胎,小鼠器官,斑马鱼和植物切片成像。期间OPT成像实验,环状伪影是很常见的,其严重影响OPT的图像质量。甲环状伪影是由相机上的不良像素,或在透镜和折射率匹配容器的表面的杂质引起的。在这里,我们因为他们的OPT实验过程中留在同一图像区域来看,这些噪音的相干噪声。目前,仍有除去相干噪声没有有效的方法。为了解决这个问题,我们提出要抑制之前3D OPT重建相干噪声的新方法。我们的方法包括两个步骤:1)通过使用阈值分割找到没有试样中的空白图像上的坏像素位置,然后,通过使用平均它们的相邻像素的修正投影图像上的坏像素,2)删除残留在窦腔X线照相相干噪声通过使用变分相干噪声移除(VSNR)方法。这两个步骤之后,大量的方法可以用来产生从修改的窦腔X线照相的断层切片。我们应用我们的方法将鼠标心脏成像自制的OPT系统。实验结果表明,该方法对相干噪声良好的抑制,大大提高了图像质量。我们的方法的创新是我们从两个投影图像和正弦自动去除相干噪声和相互补充。

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