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An Efficient Denoising Architecture for Removal of Impulse Noise in Images

机译:去除图像中脉冲噪声的高效降噪架构

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Images are often corrupted by impulse noise in the procedures of image acquisition and transmission. In this paper, we propose an efficient denoising scheme and its VLSI architecture for the removal of random-valued impulse noise. To achieve the goal of low cost, a low-complexity VLSI architecture is proposed. We employ a decision-tree-based impulse noise detector to detect the noisy pixels, and an edge-preserving filter to reconstruct the intensity values of noisy pixels. Furthermore, an adaptive technology is used to enhance the effects of removal of impulse noise. Our extensive experimental results demonstrate that the proposed technique can obtain better performances in terms of both quantitative evaluation and visual quality than the previous lower complexity methods. Moreover, the performance can be comparable to the higher complexity methods. The VLSI architecture of our design yields a processing rate of about 200 MHz by using TSMC 0.18 μm technology. Compared with the state-of-the-art techniques, this work can reduce memory storage by more than 99 percent. The design requires only low computational complexity and two line memory buffers. Its hardware cost is low and suitable to be applied to many real-time applications.
机译:在图像获取和传输过程中,脉冲噪声经常会破坏图像。在本文中,我们提出了一种有效的去噪方案及其VLSI架构,用于消除随机值脉冲噪声。为了达到低成本的目的,提出了一种低复杂度的VLSI架构。我们采用基于决策树的脉冲噪声检测器来检测噪声像素,并使用边缘保留滤波器来重建噪声像素的强度值。此外,使用自适应技术来增强去除脉冲噪声的效果。我们广泛的实验结果表明,与先前较低复杂度的方法相比,所提出的技术在定量评估和视觉质量方面都可以获得更好的性能。而且,性能可以与更高复杂度的方法相媲美。我们设计的VLSI架构通过使用TSMC 0.18μm技术产生约200 MHz的处理速率。与最新技术相比,这项工作可以减少99%以上的内存存储。该设计仅需较低的计算复杂度和两个行存储器缓冲区。它的硬件成本低,适合于许多实时应用。

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