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Fragment-Based Image Completion

机译:基于片段的图像完成

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摘要

We present a new method for completing missing parts caused by the removal of foreground or background elements from an image. Our goal is to synthesize a complete, visually plausible and coherent image. The visible parts of the image serve as a training set to infer the unknown parts. Our method iteratively approximates the unknown regions and composites adaptive image fragments into the image. Values of an inverse matte are used to compute a confidence map and a level set that direct an incremental traversal within the unknown area from high to low confidence. In each step, guided by a fast smooth approximation, an image fragment is selected from the most similar and frequent examples. As the selected fragments are composited, their likelihood increases along with the mean confidence of the image, until reaching a complete image. We demonstrate our method by completion of photographs and paintings.
机译:我们提出了一种新的方法来完成由于从图像中去除前景或背景元素而造成的缺失部分的方法。我们的目标是合成完整,视觉上合理且连贯的图像。图像的可见部分用作推断未知部分的训练集。我们的方法迭代地逼近未知区域,并将自适应图像片段合成到图像中。逆遮罩的值用于计算置信度图和级别集,该级别图和级别集将未知区域内的增量遍历从高置信度引导到低置信度。在每个步骤中,以快速平滑逼近为指导,从最相似和最常见的示例中选择一个图像片段。随着所选片段的合成,它们的可能性与图像的平均置信度一起增加,直到达到完整的图像。我们通过完成照片和绘画来展示我们的方法。

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