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引用次数: 9
摘要
RGB- d (kinect式)相机是一种新颖的低成本传感系统,可以捕获RGB图像以及每像素深度信息。在本文中,我们研究了使用这种相机从多个视点获取一个物体的多个图像并建立物体的完整3D模型。这些模型在各行各业都有广泛的应用。我们实现了一个完整的三维物体模型构建过程,包括物体分割、配准、全局对齐、模型去噪和纹理化,并研究了这些功能对构建的三维物体模型的影响。我们还开发了一个过程的客观性能评估构建的3D对象模型。我们使用罗兰皮萨LPX-600激光扫描仪收集激光扫描数据作为地面真相,与我们的过程创建的3D模型进行比较。
RGB-D (Kinect-style) cameras are novel low-cost sensing systems that capture RGB images along with per-pixel depth information. In this paper we investigate the use of such cameras for acquiring multiple images of an object from multiple viewpoints and building complete 3D models of objects. Such models have applications in a wide range of industries. We implemented a complete 3D object model construction process with object segmentation, registration, global alignment, model denoising, and texturing, and studied the effects of these functions on the constructed 3D object models. We also developed a process for objective performance evaluation of the constructed 3D object models. We collected laser scan data as the ground truth using a Roland Pieza LPX-600 Laser Scanner to compare to the 3D models created by our process.