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Instant propagation of sparse edits on images and videos

机译:即时传播图像和视频上的稀疏编辑

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摘要

The ability to quickly and intuitively edit digital contents has become increasingly important in our everyday life. We propose a novel method for propagating a sparse set of user edits (e.g., changes in color, brightness, contrast, etc.) expressed as casual strokes to nearby regions in an image or video with similar appearances. Existing methods for edit propagation are typically based on optimization, whose computational cost can be prohibitive for large inputs. We re-formulate propagation as a function interpolation problem in a high-dimensional space, which we solve very efficiently using radial basis functions. While simple to implement, our method significantly improves the speed and space cost of existing methods, and provides instant feedback of propagation results even on large images and videos.
机译:快速而直观地编辑数字内容的能力在我们的日常生活中变得越来越重要。我们提出了一种新颖的方法,用于将稀疏的用户编辑集(例如颜色,亮度,对比度等的变化)传播为具有相似外观的图像或视频中的附近区域的随意笔触。现有的用于编辑传播的方法通常基于优化,对于大量输入而言,其计算成本可能会过高。我们将传播重新公式化为高维空间中的函数插值问题,使用径向基函数可以非常有效地解决该问题。尽管易于实施,但我们的方法显着提高了现有方法的速度和空间成本,即使在大图像和视频上,也可以提供传播结果的即时反馈。

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