单色图像的非引导自动上色

A. Sluzek
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引用次数: 1

摘要

由于灰度图像的无限RGB解决方案,图像着色是一个具有挑战性的问题。因此,人类的帮助,无论是直接的还是间接的,对于实现视觉上合理的着色是必不可少的。本文旨在仅使用灰度图像作为数据源进行着色,而不依赖于元数据或人工提示。该方法假设了一个(任意的)rgb2gray模型,并使用了一些简单的启发式方法。尽管存在概率因素,但结果在视觉上是可接受和可重复的,这使得这种方法在只有单色视觉表示存在的领域中是可行的(例如,出于美学目的)。本文阐述了该方法,给出了示例性结果,并讨论了一些补充问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On Unguided Automatic Colorization of Monochrome Images
Image colorization is a challenging problem due to the infinite RGB solutions for a grayscale picture. Therefore, human assistance, either directly or indirectly, is essential for achieving visually plausible colorization. This paper aims to perform colorization using only a grayscale image as the data source, without any reliance on metadata or human hints. The method assumes an (arbitrary) rgb2gray model and utilizes a few simple heuristics. Despite probabilistic elements, the results are visually acceptable and repeatable, making this approach feasible (e.g. for aesthetic purposes) in domains where only monochrome visual representations exist. The paper explains the method, presents exemplary results, and discusses a few supplementary issues.
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