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Guest session — Image processing: A Nash-game approach for image restoration and segmentation

机译:访客会话—图像处理:用于图像还原和分割的Nash游戏方法

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Image restoration is a very important task in image processing. It consists in removing or reducing the noise from an observed image. In the variational approach to the image restoration problem an energy composed of two terms is minimized. One term expresses fidelity to the observed (noisy) image and the other forces the recovered image to be sufficiently regular. In this work, we propose a game approach to simultaneously restore and segment noisy images. We define two players, the first one is the restoration, the image intensity is a strategy, and the second one is a segmentation with the contours as a strategy. The two players play a static game with complete information, and we consider the Nash Equilibrium as solution. For the computation of this equilibrium we present an iterative algorithm. The results of numerical experiments show the efficiency of the proposed method.
机译:图像恢复是图像处理中非常重要的任务。它包括从观察到的图像中去除或减少噪声。在用于图像恢复问题的变分方法中,由两个项组成的能量被最小化。一个术语表示对观察到的(嘈杂的)图像的保真度,而另一项则使恢复的图像具有足够的规律性。在这项工作中,我们提出了一种同时还原和分割噪点图像的游戏方法。我们定义了两个参与者,第一个是恢复,图像强度是一个策略,第二个是以轮廓作为策略的分割。两名玩家在玩具有完整信息的静态游戏时,我们将纳什均衡视为解决方案。为了计算该平衡,我们提出了一种迭代算法。数值实验结果表明了该方法的有效性。

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