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Spatio-temporal regularization for range imaging with high photon efficiency

机译:具有高光子效率的范围成像的时空正规

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Conventional depth imagers using time-of-flight methods collect hundreds to thousands of detected photons per pixel to form high-quality depth images of a scene. Through spatio-temporal regularization achieved with maximum a posteriori probability estimation under a scene prior and an inhomogeneous Poisson process likelihood function, we form depth images with dramatically higher photon efficiency-even as low as one detected photon per pixel. Simulations demonstrate the combination of high accuracy and high photon efficiency of our method, compared to the traditional maximum likelihood estimate of the depth image and other popular denoising algorithms.
机译:使用飞行时间方法的传统深度成像器将数百到数千个检测到的每像素的光子收集,以形成场景的高质量深度图像。通过在场景之前的后验概率估计和不均匀泊松过程似然函数下实现的时空正则正规,我们形成具有显着更高的光子效率的深度图像 - 甚至可以低至每个像素的检测到的光子。与传统最大似然估计和其他流行的去噪算法相比,模拟展示了我们方法的高精度和高光子效率的组合。

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