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Radiation Dose Reduction in Digital Radiography Using Wavelet-Based Image Processing Methods

机译:基于小波的图像处理方法在数字射线照相中减少辐射剂量

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In this paper, we investigate the effect of the use of wavelet transform for image processing on radiation dose reduction in computed radiography (CR), by measuring various physical characteristics of the wavelet-transformed images. Moreover, we propose a wavelet-based method for offering a possibility to reduce radiation dose while maintaining a clinically acceptable image quality. The proposed method integrates the advantages of a previously proposed technique, i.e., sigmoid-type transfer curve for wavelet coefficient weighting adjustment technique, as well as a wavelet soft-thresholding technique. The former can improve contrast and spatial resolution of CR images, the latter is able to improve the performance of image noise. In the investigation of physical characteristics, modulation transfer function, noise power spectrum, and contrast-to-noise ratio of CR images processed by the proposed method and other different methods were measured and compared. Furthermore, visual evaluation was performed using Scheffe's pair comparison method. Experimental results showed that the proposed method could improve overall image quality as compared to other methods. Our visual evaluation showed that an approximately 40% reduction in exposure dose might be achieved in hip joint radiography by using the proposed method.
机译:本文通过测量小波变换图像的各种物理特性,研究了小波变换对图像处理对辐射剂量降低的图像处理的影响。此外,我们提出了一种基于小波的方法,以提供减少辐射剂量的可能性,同时保持临床上可接受的图像质量。所提出的方法集成了先前提出的技术的优点,即小波系数加权调整技术的Sigmoid型转移曲线,以及小波软阈值技术。前者可以提高CR图像的对比度和空间分辨率,后者能够提高图像噪声的性能。在测量通过所提出的方法和其他不同方法处理的对物理特性,调制传递函数,噪声功率谱和CR图像的对比度的对比度。此外,使用Scheffe的对比较方法进行视觉评估。实验结果表明,与其他方法相比,该方法可以提高整体图像质量。我们的视觉评价显示,通过使用该方法,可以在髋关节射线照相中降低暴露剂量的约40%。

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