光学学报, 2021, 41 (3): 0315001, 网络出版: 2021-02-28
聚焦型光场相机等效多相机模型及其运动恢复结构应用 下载: 1380次封面文章
Equivalent Multi-Camera Model of Focused Plenoptic Camera and Its Application in Structure from Motion
机器视觉 聚焦型光场相机 多目相机模型 运动恢复结构 场景重建 位姿估计 三角化 machine vision focused plenoptic camera multi-camera model structure from motion scene reconstruction pose estimation triangulation
摘要
聚焦型光场相机在运动恢复结构(SFM)和场景重建等领域中的作用日益显现。但是传统SFM算法因聚焦型光场相机具有特殊的结构而难以直接应用。针对这一问题,提出一种完整的聚焦型光场相机等效多目相机模型。在此基础上,利用传统多目相机的SFM算法,给出了适用于聚焦型光场相机的位姿估计算法示例和点云三角化算法示例。最后,通过仿真实验和真实场景重建实验验证了本文等效多目相机模型和SFM算法的正确性,进而表明聚焦型光场相机的SFM问题可以等价为多目相机的SFM问题。
Abstract
Focused plenoptic cameras have played an increasingly important role in fields like structure from motion (SFM) and scene reconstruction. However, the traditional SFM algorithms cannot be directly applied to focused plenoptic cameras due to the special structures of the cameras. In order to solve this problem, we proposed a complete equivalent multi-camera model of focused plenoptic cameras. On this basis, we employed the SFM algorithms of the traditional multi-camera to give the algorithm examples suitable for focused plenoptic cameras with regard to pose estimation and point cloud triangulation. Finally, the experimental results of simulations and real scene reconstruction verify the correctness of the equivalent multi-camera model and the SFM algorithms, further indicating that the SFM problem of focused plenoptic cameras can be equivalent to that of multi-camera.
刘青松, 谢晓方, 张烜喆, 田瑜, 许晓军. 聚焦型光场相机等效多相机模型及其运动恢复结构应用[J]. 光学学报, 2021, 41(3): 0315001. Qingsong Liu, Xiaofang Xie, Xuanzhe Zhang, Yu Tian, Xiaojun Xu. Equivalent Multi-Camera Model of Focused Plenoptic Camera and Its Application in Structure from Motion[J]. Acta Optica Sinica, 2021, 41(3): 0315001.