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Local and Nonlocal Regularization to Image Interpolation

机译:图像插值的局部和非局部正则化

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This paper presents an image interpolation model with local and nonlocal regularization. A nonlocal bounded variation (BV) regularizer is formulated by an exponential function including gradient. It acts as the Perona-Malik equation. Thus our nonlocal BV regularizer possesses the properties of the anisotropic diffusion equation and nonlocal functional. The local total variation (TV) regularizer dissipates image energy along the orthogonal direction to the gradient to avoid blurring image edges. The derived model efficiently reconstructs the real image, leading to a natural interpolation which reduces blurring and staircase artifacts. We present experimental results that prove the potential and efficacy of the method.
机译:本文提出了具有局部和非局部正则化的图像插值模型。非局部有界变化(BV)正则化器由包含梯度的指数函数来表示。它充当Perona-Malik方程。因此,我们的非局部BV正则化器具有各向异性扩散方程和非局部泛函的性质。局部总变化量(TV)调整器会沿着与梯度垂直的方向耗散图像能量,以避免图像边缘模糊。派生的模型有效地重建了真实图像,从而导致了自然的内插,从而减少了模糊和阶梯伪影。我们目前的实验结果证明了该方法的潜力和有效性。

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