Fast and Simple Super Resolution for Range Data

Xueqin Xiang, Guangxia Li, Jing Tong, Zhigeng Pan
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引用次数: 8

Abstract

Current active 3D range sensors, such as time-of-flight cameras, enable acquiring of range maps at video frame rate. Unfortunately, the resolution of the range maps is quite limited and the captured data are typically contaminated by noise. We therefore present a simple pipeline to enhance the quality as well as improve the spatial and depth resolution of range data in real time by up sampling the depth information with the data from high resolution video camera and utilizing a new strategy to increase the sub-pixel accuracy. Our algorithm can greatly improve the reconstruction quality, boost the resolution of the range data to that of video sensor while achieving high computational efficiency for a real-time application.
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快速和简单的超分辨率距离数据
目前的主动3D距离传感器,如飞行时间相机,能够以视频帧速率获取距离地图。不幸的是,距离图的分辨率非常有限,捕获的数据通常受到噪声的污染。因此,我们提出了一种简单的管道,通过对高分辨率摄像机数据的深度信息进行上采样,并采用一种新的策略来提高亚像素精度,从而实时提高距离数据的质量,提高空间和深度分辨率。该算法可以大大提高重建质量,将距离数据的分辨率提高到视频传感器的分辨率,同时具有较高的实时应用计算效率。
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