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Depth map generated by the Kinect may have some pixels lost due to echo attenuation of infra- red light and mutual interference between neighboring pixels, which can cause pervasive problems when utilizing Kinect cameras as depth sensors. In this work, we propose a 2-step inpainting algorithm to infill the holes. First, a naive Bayesian estimation is conducted as preliminary inpainting scheme, utilizing...
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