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Detection and Removal of Scratches in Images

机译:检测和去除图像中的划痕

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摘要

In this paper a detection/restoration method to detect and remove line scratches in still images, regardless of their orientation, colour, and shape is presented. In this work the two properties of scratches are considered namely: scratches have high contrast compared with its neighbours and they usually occur vertically and it is more than half of the image in length are taken into account. Firstly a simple thresholding technique is applied for detecting the candidate scratch pixels. The pixels detected in the first step are then used as a mask for removing the scratch during the restoration step. The detected scratch is inpainted using our higher order non-adaptive interpolation approach based on a 13×13 neighbourhood. The experimental result shows that the proposed method works well for both simple and complex scratches that are present in uniform or less complex backgrounds. When experimented with complex backgrounds the interpolation artefact namely blurring becomes pronounced. The proposed work can be effectively used to automatically detect and remove the scratch from uniform and less complex static images without user intervention in any stage of the process.
机译:在本文中,提出了一种检测/恢复方法,用于检测和去除静止图像中的线条划痕,而不论其方向,颜色和形状如何。在这项工作中,要考虑划痕的两个属性:与其他划痕相比,划痕具有较高的对比度,并且划痕通常垂直出现,并且要考虑到图像长度的一半以上。首先,一种简单的阈值技术被应用于检测候选划痕像素。然后,将第一步中检测到的像素用作遮罩,以在恢复步骤中去除划痕。使用我们基于13×13邻域的高阶非自适应插值方法来修补检测到的划痕。实验结果表明,所提出的方法对于存在于均匀或较不复杂背景中的简单和复杂划痕均适用。当在复杂背景下进行实验时,插值伪像即模糊变得明显。拟议的工作可以有效地用于自动检测并从均匀且不太复杂的静态图像中清除划痕,而无需用户干预过程的任何阶段。

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