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Extending depth of field and dynamic range from differently focused and exposed images

机译:从聚焦和曝光不同的图像扩展景深和动态范围

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摘要

Focus stacking and high dynamic range (HDR) imaging are two paradigms of computational photography. Focus stacking aims to produce an image with greater depth of field (DOF) from a set of images taken with different focus distances; HDR imaging aims to produce an image with higher dynamic range from a set of images taken with different exposure values. In this paper, we present an algorithm which combines focus stacking and HDR imaging in order to produce an image with both extended DOF and dynamic range from a set of differently focused and exposed images. The key step in our algorithm is focus stacking regardless of the differences in exposure values of input images. This step includes photometric and spatial registration of images, and image fusion to produce all-in-focus images. This is followed by HDR radiance estimation and tonemapping. We provide experimental results with real data to illustrate the algorithm.
机译:焦点堆叠和高动态范围(HDR)成像是计算摄影的两个范例。聚焦堆叠旨在从以不同聚焦距离拍摄的一组图像中产生具有更大景深(DOF)的图像; HDR成像旨在从以不同曝光值拍摄的一组图像中产生具有更高动态范围的图像。在本文中,我们提出了一种将焦点堆叠和HDR成像相结合的算法,以便从一组不同聚焦和曝光的图像中生成具有扩展DOF和动态范围的图像。我们算法中的关键步骤是焦点叠加,而不管输入图像的曝光值是否不同。此步骤包括图像的光度和空间配准,以及图像融合以生成全焦点图像。接下来是HDR辐射估计和色调映射。我们提供具有真实数据的实验结果来说明该算法。

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