REAL-TIME 3D COLOR IMAGING WITH SINGLE-PHOTON LIDAR DATA

被引:0
作者
Tachella, J. [1 ]
Altmann, Y. [1 ]
McLaughlin, S. [1 ]
Tourneret, J-Y [2 ]
机构
[1] Heriot Watt Univ, Sch Engn & Phys Sci, Edinburgh, Midlothian, Scotland
[2] Univ Toulouse, ENSEEIHT IRIT TeSA, Toulouse, France
来源
2019 IEEE 8TH INTERNATIONAL WORKSHOP ON COMPUTATIONAL ADVANCES IN MULTI-SENSOR ADAPTIVE PROCESSING (CAMSAP 2019) | 2019年
基金
英国工程与自然科学研究理事会;
关键词
Bayesian statistics; inverse problems; lidar; detection; low-photon imaging and sensing; RECONSTRUCTION; NOISE;
D O I
10.1109/camsap45676.2019.9022496
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Single-photon lidar devices can acquire 3D data at very long range with high precision. Moreover, recent advances in lidar arrays have enabled acquisitions at very high frame rates. However, these devices place a severe bottleneck on the reconstruction algorithms, which have to handle very large volumes of noisy data. Recently, real-time 3D reconstruction of distributed surfaces has been demonstrated obtaining information at one wavelength. Here, we propose a new algorithm that achieves color 3D reconstruction without increasing the execution time nor the acquisition process of the real-time single-wavelength reconstruction system. The algorithm uses a coded aperture that compresses the data by considering a subset of the wavelengths per pixel. The reconstruction algorithm is based on a plug-and-play denoising framework, which benefits from off-the-shelf point cloud and image denoisers. Experiments using real lidar data show the competitivity of the proposed method.
引用
收藏
页码:206 / 210
页数:5
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