采用编码采样和引导上采样的定向超分辨率

D. Schedl, C. Birklbauer, O. Bimber
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引用次数: 16

摘要

我们提出了一种简单的引导超分辨率技术来增加方向分辨率,而不依赖于深度估计或图像对应。相反,它在整个捕获的数据集中搜索最佳匹配的多维(4D或3D)补丁,以组成在空间和方向域都一致的新方向图像。我们描述了引导上采样、迭代引导上采样和采样代码估计的算法。我们的实验结果表明,现有的光场相机阵列和光台系统的结果可以得到改善,而无需额外的硬件要求或记录工作,只需重新调整相机或光源以改变其采样模式。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Directional Super-Resolution by Means of Coded Sampling and Guided Upsampling
We present a simple guided super-resolution technique for increasing directional resolution without reliance on depth estimation or image correspondences. Rather, it searches for best-matching multidimensional (4D or 3D) patches within the entire captured data set to compose new directional images that are consistent in both the spatial and the directional domains. We describe algorithms for guided upsampling, iterative guided upsampling, and sampling code estimation. Our experimental results reveal that the outcomes of existing light-field camera arrays and lightstage systems can be improved without additional hardware requirements or recording effort simply by realignment of cameras or light sources to change their sampling patterns.
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