3D SUPER-RESOLUTION APPROACH FOR SPARSE LASER SCANNER DATA

被引:1
|
作者
Hosseinyalamdary, S. [1 ]
Yilmaz, A. [1 ]
机构
[1] Photogrammetr Comp Vis PCV Lab, 2070 Neil Ave, Columbus, OH 43212 USA
来源
ISPRS GEOSPATIAL WEEK 2015 | 2015年 / II-3卷 / W5期
关键词
3D Super-resolution; Geometric Surface Reconstruction; Diffusion Equations; isotropic and anisotropic;
D O I
10.5194/isprsannals-II-3-W5-151-2015
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
Laser scanner point cloud has been emerging in Photogrammetry and computer vision to achieve high level tasks such as object tracking, object recognition and scene understanding. However, low cost laser scanners are noisy, sparse and prone to systematic errors. This paper proposes a novel 3D super resolution approach to reconstruct surface of the objects in the scene. This method works on sparse, unorganized point clouds and has superior performance over other surface recovery approaches. Since the proposed approach uses anisotropic diffusion equation, it does not deteriorate the object boundaries and it preserves topology of the object. [GRAPHICS] .
引用
收藏
页码:151 / 157
页数:7
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