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Real-time image-based Chinese ink painting rendering

机译:基于图像的实时中国水墨渲染

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摘要

Chinese ink painting, also known as ink and wash painting, is a technically demanding art form. Creating Chinese ink paintings usually requires great skill, concentration, and years of training. This paper presents a novel real-time, automatic framework to convert images into Chinese ink painting style. Given an input image, we first construct its saliency map which captures the visual contents in perceptually salient regions. Next, the image is abstracted and its salient edges are calculated with the help of the saliency map. Then, the abstracted image is diffused by a non-physical ink diffusion process. After that, we combine the diffused image and the salient edges to obtain a composition image. Finally, the composition image is decolorized and texture advected to synthesize the resulting image with Chinese ink painting style. The whole pipeline is implemented on the GPU, enabling a realtime performance. We also propose some optional steps (foreground segmentation and image inversion) to improve the rendering quality. Experimental results show that our model is two to three orders of magnitude faster, while producing results comparable the ones obtained with the current image-based Chinese ink painting rendering method.
机译:中国水墨画又称水墨画,是一种对技术要求很高的艺术形式。创作中国水墨画通常需要很高的技巧,专心和多年的训练。本文提出了一种新颖的实时自动框架,可将图像转换为中国水墨风格。给定输入图像,我们首先构建其显着图,该显着图捕获在感知显着区域中的视觉内容。接下来,对图像进行抽象处理,并在显着图的帮助下计算其显着边缘。然后,通过非物理墨水扩散过程来扩散抽象图像。之后,我们将扩散图像和显着边缘进行组合以获得合成图像。最后,对构图图像进行脱色和平纹处理,以合成具有中国水墨风格的图像。整个管道在GPU上实现,从而实现了实时性能。我们还提出了一些可选步骤(前景分割和图像反转)以提高渲染质量。实验结果表明,我们的模型速度提高了2到3个数量级,同时产生的结果与当前基于图像的中国水墨渲染方法所获得的结果相当。

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