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Calibration and low-level data fusion algorithms for a parallel 2D/3D-camera

机译:并行2D / 3D摄像机的校准和低级数据融合算法

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摘要

In this article we propose a calibration algorithm and three low-level data fusion algorithms for a parallel 2D/3D-camera system. A parallel 2D/3D-camera is a hardware setup of a range camera and a high-resolution gray-value camera spatially related to each other by a fixed translation. The proposed calibration algorithm utilizes the fact that for known calibration patterns the range reconstruction accuracy of the gray-value camera is significantly higher than that of the range sensor. Using the calibrated 2D/3D-cam-era we identify the range pixels within the gray-value image for each pair of acquired camera images. We present three low-level data fusion approaches assigning range information to each gray-value pixel based on different neighborhood relations to the identified range pixels: one-nearest neighbor, nearest neighbors in the surrounding Delaunay-triangle, and nearest neighbors constrained by a gray-value image segmentation. We demonstrate the applicability, efficiency and accuracy of our calibration and fusion algorithms on real and synthetic data. Our real experiments are performed on a 2D/3D-camera comprising a Siemens 64 × 8-pixel time-of-flight range camera developed within the European project PReVENT (UseRCams) and a common gray-value camera.
机译:在本文中,我们为并行2D / 3D相机系统提出了一种校准算法和三种低级数据融合算法。并行2D / 3D摄像机是范围摄像机和高分辨率灰度值摄像机在空间上通过固定转换​​彼此相关的硬件设置。提出的校准算法利用以下事实:对于已知的校准模式,灰度值相机的范围重建精度明显高于范围传感器。使用校准的2D / 3D相机时代,我们为每对获取的相机图像识别了灰度图像中的距离像素。我们提出了三种低级数据融合方法,这些方法基于对已识别范围像素的不同邻域关系为每个灰度值像素分配范围信息:一个最近的邻居,周围Delaunay三角形中的最近邻居以及受灰色约束的最近邻居值图像分割。我们展示了我们的校准和融合算法在真实数据和合成数据上的适用性,效率和准确性。我们的真实实验是在2D / 3D摄像机上进行的,该摄像机包括在欧洲项目PReVENT(UseRCams)中开发的Siemens 64×8像素飞行时间范围摄像机和普通的灰度值摄像机。

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