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Real-time algorithm for Poissonian noise reduction in low-dose fluoroscopy: performance evaluation

机译:低剂量荧光检查中泊松噪声实时减少算法:性能评估

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摘要

BackgroundQuantum noise intrinsically limits the quality of fluoroscopic images. The lower is the X-ray dose the higher is the noise. Fluoroscopy video processing can enhance image quality and allows further patient’s dose lowering. This study aims to assess the performances achieved by a Noise Variance Conditioned Average (NVCA) spatio-temporal filter for real-time denoising of fluoroscopic sequences. The filter is specifically designed for quantum noise suppression and edge preservation. It is an average filter that excludes neighborhood pixel values exceeding noise statistic limits, by means of a threshold which depends on the local noise standard deviation, to preserve the image spatial resolution. The performances were evaluated in terms of contrast-to-noise-ratio (CNR) increment, image blurring (full width of the half maximum of the line spread function) and computational time. The NVCA filter performances were compared to those achieved by simple moving average filters and the state-of-the-art video denoising block matching-4D (VBM4D) algorithm. The influence of the NVCA filter size and threshold on the final image quality was evaluated too.
机译:背景技术量子噪声本质上限制了透视图像的质量。 X射线剂量越低,噪声越高。荧光检查视频处理可以提高图像质量,并可以进一步降低患者的剂量。这项研究旨在评估由噪声方差条件平均(NVCA)时空滤波器实现的荧光序列实时降噪性能。该滤波器专门设计用于量子噪声抑制和边缘保留。它是一种平均滤波器,它通过依赖于局部噪声标准偏差的阈值来排除超出噪声统计限制的邻域像素值,以保持图像空间分辨率。根据对比度对噪声比(CNR)的增加,图像模糊(线扩展函数的一半最大值的全宽度)和计算时间来评估性能。将NVCA滤波器的性能与简单移动平均滤波器和最新的视频降噪块匹配4D(VBM4D)算法所获得的性能进行了比较。还评估了NVCA滤波器大小和阈值对最终图像质量的影响。

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