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A Nash-game approach to joint image restoration and segmentation

机译:用于联合图像恢复和分割的Nash游戏方法

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摘要

We propose a game-theoretic approach to simultaneously restore and segment noisy images. We define two players: one is restoration, with the image intensity as strategy, and the other is segmentation with contours as strategy. Cost functions are the classical relevant ones for restoration and segmentation, respectively. The two players play a static game with complete information, and we consider as solution to the game the so-called Nash equilibrium. For the computation of this equilibrium we present an iterative method with relaxation. The results of numerical experiments performed on some real images show the relevance and efficiency of the proposed algorithm.
机译:我们提出一种博弈论方法来同时还原和分割嘈杂的图像。我们定义了两个参与者:一个是恢复,以图像强度作为策略,另一个是以轮廓分割为策略。成本函数分别是恢复和分段的经典相关函数。这两个参与者在玩具有完整信息的静态游戏时,我们将所谓的纳什均衡作为该游戏的解决方案。为了计算该平衡,我们提出了一种具有松弛的迭代方法。在一些真实图像上进行的数值实验结果表明了该算法的相关性和有效性。

著录项

  • 来源
    《Applied Mathematical Modelling》 |2014年第12期|3038-3053|共16页
  • 作者单位

    IPEIT, Universite de Tunis, 2, Rue Jawaher Lel Nehru, 1089 Montfleury, Tunisia,Laboratoire LAMSIN, ENIT, Universite Tunis El Manor, B.P. 37, 1002 Tunis, Tunisia;

    Laboratoire LERMA EMI, Universite Mohammed V - Agdal Rabat, Avenue Ibnsina, B.P. 765 Agdal Rabat, Morocco;

    Laboratoire J.A. Dieudanne, Universite de Nice, Sophia Antipolis, 06108 Nice Cedex 02, France,INRIA Sophia Antipolis, Opale Project 2004, route des Lucioles, B.P. 93, 06902 Sophia Antipolis Cedex, France;

    Laboratoire LAMSIN, ENIT, Universiti Tunis El Manor, B.P. 37, 1002 Tunis, Tunisia;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Image restoration; Image segmentation; Game theory; Nash equilibrium;

    机译:图像还原;图像分割博弈论;纳什均衡;

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