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一个新的图像变分模型:图像编辑的统一方法

A Novel Variational Image Model: Towards a Unified Approach to Image Editing

  • 摘要: 本文提出一个统一的图像编辑的变分模型。模型将图像编辑问题理解为同时考虑图像的零阶 ( 图像的颜色 ) 和一阶 ( 图像的梯度 ) 变化的自适应调整问题。通过变化变分方程的两项的定义域 , 并同时作用不同的图像算子 , 模型能处理各种图像编辑问题,并获得了视觉上更好的无缝的图像克隆结果,同时还引出一个有效的全局或局部交互地调整图像颜色的方法。此外,其他的图像处理问题如风格化处理、局部光照增强和图像锐化 , 也可以在这个新的统一的框架下求解。试验结果证明了模型的灵活性和有效性。

     

    Abstract: In this paper we propose a unified variational image editing model. It interprets image editing as a variational problem concerning the adaptive adjustments to the zero- and first-derivatives of the images which correspond to the color and gradient items. By varying the definition domain of each of the two items as well as applying diverseoperators, the new model is capable of tackling a variety of image editing tasks. It achieves visually better seamless image cloning effects than existing approaches. It also induces a new and efficient solution to adjusting the color of an image interactively and locally. Other image editing tasks such as stylized processing, local illumination enhancement and image sharpening, can be accomplished within the unified variational framework. Experimental results verifythe high flexibility and efficiency of the proposed model.

     

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