Robust 3-D reconstruction using LiDAR and N - Visual Image

被引:1
|
作者
Duraisamy, Prakash [1 ]
Jackson, Stephen [1 ]
Namuduri, Kamesh [1 ]
Alam, Mohammad S. [1 ]
Buckles, Bill [1 ]
机构
[1] MIT, Cambridge, MA 02139 USA
来源
关键词
reconstruction; LiDAR; registration;
D O I
10.1117/12.2016357
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
3D image reconstruction is desirable in many applications such as city planning, cartography and many vision applications. The accuracy of the 3D reconstruction plays a vital role in many real world applications. We introduce a method which uses one LiDAR image and N conventional visual images to reduce the error and to build a robust registration for 3D reconstruction. In this method we used lines as features in both the LiDAR and visual images. Our proposed system consists of two steps. In the first step, we extract lines from the LiDAR and visual images using Hough transform. In the second step, we estimate the camera matrices using a search algorithm combined with the fundamental matrices for the visual cameras. We demonstrate our method on a synthetic model which is an idealized representation of an urban environment.
引用
收藏
页数:9
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