全光学相机的傅里叶切片超分辨率

F. Pérez, Alejandro Pérez, Manuel Rodríguez, E. Magdaleno
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引用次数: 26

摘要

全光相机是一种很有前途的解决方案,可以提高当前商用相机的能力,因为它们可以捕捉场景的四维光场。处理记录的光场,这些相机提供了在拍摄后聚焦场景或获得3D信息的可能性。通过将四维光场投影到两个空间维度上,可以获得聚焦在确定平面上的常规照片。这些照片可以有效地计算使用傅里叶切片技术,但他们的分辨率通常是小于相机传感器的全分辨率的1%。为了提高全光学相机的空间分辨率,近年来发展了几种超分辨率方法。本文提出了一种基于傅里叶切片技术的超分辨方法。我们展示了几种现有的超分辨率方法如何被视为这种方法的特殊情况。除了这种统一视图的理论兴趣之外,我们还展示了如何同时获得空间和深度超分辨率,从而消除了以前方法的局限性。
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Fourier Slice Super-resolution in plenoptic cameras
Plenoptic cameras are a promising solution to increase the capabilities of current commercial cameras because they capture the four-dimensional lightfield of a scene. Processing the recorded lightfield, these cameras offer the possibility of focusing the scene after the shot or obtaining 3D information. Conventional photographs focused on determined planes can be obtained through projections of the four-dimensional lightfield onto two spatial dimensions. These photographs can be efficiently computed using the Fourier Slice technique but their resolution is usually less than 1% of the full resolution of the camera sensor. Several super-resolution methods have been recently developed to increase the spatial resolution of plenoptic cameras. In this paper we propose a new super-resolution method based on the Fourier Slice technique. We show how several existing super-resolution methods can be seen as particular cases of this approach. Besides the theoretical interest of this unified view, we also show how to obtain simultaneously spatial and depth super-resolution removing the limitations of previous approaches.
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