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Real-Time Motion Artifact Compensation for PMD-ToF Images

机译:PMD-ToF图像的实时运动伪像补偿

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Time-of-Flight (ToF) cameras gained a lot of scientific attention and became a vivid field of research in the last years. A still remaining problem of ToF cameras are motion artifacts in dynamic scenes. This paper presents a new preprocessing method for a fast motion artifact compensation. We introduce a flow like algorithm that supports motion estimation, search field reduction and motion field optimization. The main focus lies on real-time processing capabilities. The approach is extensively tested and compared against other motion compensation techniques. For the evaluation, we use quantitative (ground-truth data, statistic error comparison) and qualitative (real environments, visual comparison) test methods. We show, that our proposed algorithm runs in real-time within a GPU based processing hardware (using NVIDIA Cuda) and corrects motion artifacts in a reliable way.
机译:飞行时间(ToF)相机在过去几年中受到了很多科学的关注,并成为一个生动的研究领域。 ToF相机仍然存在的问题是动态场景中的运动伪像。本文提出了一种用于快速运动伪影补偿的新预处理方法。我们介绍了一种类似流的算法,该算法支持运动估计,搜索场缩减和运动场优化。主要重点在于实时处理功能。该方法经过了广泛的测试,并与其他运动补偿技术进行了比较。对于评估,我们使用定量(地面数据,统计误差比较)和定性(真实环境,视觉比较)测试方法。我们证明,我们提出的算法可在基于GPU的处理硬件(使用NVIDIA Cuda)中实时运行,并以可靠的方式校正运动伪像。

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