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Combined use of Photogrammetric and Computer Vision techniques for fully automated and accurate 3D modeling of terrestrial objects

机译:结合使用摄影测量和计算机视觉技术,可以对地面物体进行全自动和准确的3D建模

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Nowadays commercial software able to automatically create an accurate 3D model from any sequence of terrestrial images is not available. This paper presents a methodology which is capable of processing markerless block of terrestrial digital images to perform a twofold task: (ⅰ) determine the exterior orientation parameters by using a progressive robust feature-based matching followed by a Least Squares Matching refining and a bundle adjustment; (ⅱ) extract a dense point-clouds by using a multi-image matching based on diverse image primitives. The final result is an accurate surface model with characteristics similar to those achievable with range-based sensors. In the whole processing workflow the natural texture of the object is used, thus images and calibration parameters are the only inputs. The method exploits Computer Vision and Photogrammetric techniques and combines their advantages in order to automate the process. At the same time it ensures a precise and reliable solution. To verify the accuracy of the developed methodology, several comparisons with manual measurements, total station data and 3D laser scanner were also carried out.
机译:如今,没有能够从任何地面图像序列自动创建准确的3D模型的商业软件。本文提出了一种能够处理地面数字图像的无标记块以执行双重任务的方法:(ⅰ)通过使用基于渐进鲁棒特征的匹配,然后进行最小二乘匹配细化和束调整来确定外部方向参数。 ; (ⅱ)通过使用基于不同图像基元的多图像匹配来提取密集的点云。最终结果是一个精确的表面模型,其特征类似于使用基于距离的传感器可获得的特征。在整个处理工作流程中,使用对象的自然纹理,因此图像和校准参数是唯一的输入。该方法利用了计算机视觉和摄影测量技术,并结合了它们的优势,以使过程自动化。同时,它确保了精确而可靠的解决方案。为了验证所开发方法的准确性,还进行了一些与手动测量,全站仪数据和3D激光扫描仪的比较。

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