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Accurate depth-color scene modeling for 3D contents generation with low cost depth cameras

机译:使用低成本深度相机进行3D内容生成的精确深度彩色场景建模

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摘要

In this paper, we present a depth-color scene modeling strategy for indoors 3D contents generation. It combines depth and visual information provided by a low-cost active depth camera to improve the accuracy of the acquired depth maps considering the different dynamic nature of the scene elements. Accurate depth and color models of the scene background are iteratively built, and used to detect moving elements in the scene. The acquired depth data is continuously processed with an innovative joint-bilateral filter that efficiently combines depth and visual information thanks to the analysis of an edge-uncertainty map and the detected foreground regions. The main advantages of the proposed approach are: removing depth maps spatial noise and temporal random fluctuations; refining depth data at object boundaries, generating iteratively a robust depth and color background model and an accurate moving object silhouette.
机译:在本文中,我们提出了一种用于室内3D内容生成的深度颜色场景建模策略。考虑到场景元素的不同动态特性,它结合了低成本主动式深度相机提供的深度和视觉信息,从而提高了所获取深度图的准确性。迭代构建准确的场景背景深度和颜色模型,并用于检测场景中的移动元素。借助创新的双侧双边滤波器连续处理获取的深度数据,由于对边缘不确定性图和检测到的前景区域进行了分析,该滤波器有效地结合了深度和视觉信息。该方法的主要优点是:去除深度图的空间噪声和时间随机波动;在对象边界处精炼深度数据,迭代生成健壮的深度和彩色背景模型以及精确的运动对象轮廓。

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