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Noise Reduction and Contrast Enhancement for Small-Dose X-ray Images in Wavelet Domain

机译:小波域中小剂量X射线图像的降噪和对比度

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An important issue in diagnostic imaging is to acquire high quality images with a small dose. However x-ray images acquired with a small dose are affected by the quantum noise. In this paper, we propose a new method to yield high quality images acquired with a small dose by reducing the noise and enhancing the contrast of images adequately. The proposed method consisted of the following steps: (1) pre-processing of an original image, (2) making 16 images with shifting the position of all pixels by several pixels in the image, (3) decomposition of these 16 images with a wavelet transform and reducing Poisson noise with a modified BayesShrink method in the wavelet domain, (4) reconstructing 16 denoised images with an inverse wavelet transform and restoring the pixel position, (5) averaging of 16 images pixel by pixel in the spatial domain, (6) decomposition of the averaged image with the wavelet transform and enhancing the contrast in the wavelet domain, (7) reconstructing a denoised and contrast enhanced image with the inverse wavelet transform, and (8) post-processing of the obtained image. To confirm the validity of our proposed method we acquired x-ray images of a standard human body phantom with small doses of 1/12 and 1/25 of the standard dose, and applied our method to these low-dose x-ray images. The validity of the proposed method was confirmed in comparison with the results processed using conventional methods.
机译:诊断成像中的一个重要问题是使用小剂量获得高质量的图像。然而,用小剂量获取的X射线图像受量子噪声的影响。在本文中,我们提出了一种新方法来通过减少噪声并充分提高图像的对比度来产生用小剂量获得的高质量图像。所提出的方法包括以下步骤:(1)原始图像的预处理,(2)使16个图像通过图像中的几个像素(3)与图像中的几个像素移位所有像素的位置小波变换和减少小波域中修改的Bayesshrink方法的泊松噪声,(4)重建16个具有逆小波变换的映射图像,并在空间域中通过像素恢复16个图像像素的平均值,(5) 6)与小波变换的平均图像的分解,并增强小波域中的对比度,(7)与逆小波变换重建去噪和对比增强图像,以及(8)所获得的图像的后处理。为了确认我们所提出的方法的有效性,我们在标准剂量的小剂量1/12和1/25的小剂量中获得了标准人体体幻影的X射线图像,并将我们的方法应用于这些低剂量X射线图像。与使用常规方法处理的结果相比,确认了所提出的方法的有效性。

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