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General iterative method for spatial resolution improvement of digital images in spatial domain

机译:改善空间域数字图像空间分辨率的通用迭代方法

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Abstract: Spatial resolution improvement of digital images has significant applications in remote sensing and computer vision. In this paper, a general iterative method is proposed to improve the spatial resolution from low- resolution images in spatial domain. The general method of interpolation and simulated sampling is formed based on the iterative methods for signal reconstruction from nonuniform sampling and the methods of projection onto convex sets by defining convex sets of the sampled images and projection onto the sets, and using a general parallel projection method to find the common points of the sets. The method can be applied to multiframe images with different spatial resolution, various image radiance, relative geometric distortion, additive random noise, and some other general imaging style. Some experiments with resolution test pattern and multiangular remote sensing images performed the convergence and the effectiveness of the algorithms.!7
机译:摘要:数字图像空间分辨率的提高在遥感和计算机视觉中具有重要的应用。本文提出了一种通用的迭代方法来提高空间域中低分辨率图像的空间分辨率。内插和模拟采样的通用方法是基于非均匀采样的迭代信号重建方法以及通过定义采样图像的凸集并将其投影到凸集上并使用通用并行投影方法投影到凸集上而形成的找到集合的共同点。该方法可以应用于具有不同空间分辨率,各种图像辐射度,相对几何失真,附加随机噪声和某些其他常规成像样式的多帧图像。一些使用分辨率测试图案和多角度遥感影像的实验实现了算法的收敛性和有效性。!7

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