Spatio-temporal regularization for range imaging with high photon efficiency

被引:1
|
作者
Kirmani, Ahmed [1 ]
Colaco, Andrea [1 ]
Shin, Dongeek [1 ]
Goyal, Vivek K. [1 ]
机构
[1] MIT, Elect Res Lab, Signal Transformat & Informat Representat Grp, Cambridge, MA 02139 USA
来源
WAVELETS AND SPARSITY XV | 2013年 / 8858卷
关键词
computational 3D imaging; convex optimization; inhomogeneous Poisson processes; LIDAR; optical imaging; sparsity; time-of-flight; wavelets;
D O I
10.1117/12.2024639
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Conventional depth imagers using time-of-flight methods collect hundreds to thousands of detected photons per pixel to form high-quality depth images of a scene. Through spatio-temporal regularization achieved with maximum a posteriori probability estimation under a scene prior and an inhomogeneous Poisson process likelihood function, we form depth images with dramatically higher photon efficiency-even as low as one detected photon per pixel. Simulations demonstrate the combination of high accuracy and high photon efficiency of our method, compared to the traditional maximum likelihood estimate of the depth image and other popular denoising algorithms.
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页数:7
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