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METHOD FOR 3D MODELLING BASED ON STRUCTURE FROM MOTION PROCESSING OF SPARSE 2D IMAGES

机译:基于稀疏2D图像运动处理的三维建模方法

摘要

A method based on Structure from Motion for processing a plurality of sparse images acquired by one or more acquisition devices to generate a sparse 3D points cloud and of a plurality of internal and external parameters of the acquisition devices includes the steps of collecting the images; extracting keypoints therefrom and generating keypoint descriptors; organizing the images in a proximity graph; pairwise image matching and generating keypoints connecting tracks according maximum proximity between keypoints; performing an autocalibration between image clusters to extract internal and external parameters of the acquisition devices, wherein calibration groups are defined that contain a plurality of image clusters and wherein a clustering algorithm iteratively merges the clusters in a model expressed in a common local reference system starting from clusters belonging to the same calibration group; and performing a Euclidean reconstruction of the object as a sparse 3D point cloud based on the extracted parameters.
机译:一种基于用于处理由一个或多个获取设备获取的多个稀疏图像来生成稀疏3D点云的方法的方法,以及获取设备的多个内部和外部参数的多个稀疏图像包括收集图像的步骤;从中提取关键点并生成Keypoint描述符;在接近图中组织图像;成对图像匹配和生成关键点连接曲目的最大关键点之间的最大邻接;在图像群集中执行自动校准以提取采集设备的内部和外部参数,其中定义包含多个图像簇的校准组,并且其中群集算法迭代地将群集合并在普通本地参考系统中的模型中开始属于相同校准组的群集;基于提取的参数,对物体的欧几里德重建作为稀疏3D点云进行。

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