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A multiresolution approach to color image restoration and parameter estimation using homotopy continuation method

机译:使用同伦连续法的彩色图像复原和参数估计的多分辨率方法

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We address the problem of color image restoration. We model the image as a Markov random field (MRF) and propose a restoration algorithm in a multiresolution framework. The incorporation of multiresolution technique significantly reduces the computational complexity of the restoration algorithm. The energy function at each resolution being non-convex, is minimized using the simulated annealing algorithm. The parameters which describe the MRF model at each resolution are computed a priori using the homotopy continuation method. Simulation results are presented to validate the proposed scheme.
机译:我们解决了彩色图像恢复的问题。我们将图像建模为马尔可夫随机场(MRF),并在多分辨率框架中提出了一种恢复算法。多分辨率技术的结合大大降低了恢复算法的计算复杂度。使用模拟退火算法可以使每个分辨率下的能量函数都是非凸的,从而将其最小化。使用同伦连续方法先验地计算出在每种分辨率下描述MRF模型的参数。仿真结果表明了该方案的有效性。

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