Ring and Radius Sampling Based Phasor Field Diffraction Algorithm for Non-Line-of-Sight Reconstruction

Non-Line-of-Sight (NLOS) imaging reconstructs occluded scenes based on indirect diffuse reflections. The computational complexity and memory consumption of existing NLOS reconstruction algorithms make them challenging to be implemented in real-time. This paper presents a fast and memory-efficient ph...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 44(2022), 11 vom: 15. Nov., Seite 7841-7853
1. Verfasser: Jiang, Deyang (VerfasserIn)
Weitere Verfasser: Liu, Xiaochun, Luo, Jianwen, Liao, Zhengpeng, Velten, Andreas, Lou, Xin
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2022
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article
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520 |a Non-Line-of-Sight (NLOS) imaging reconstructs occluded scenes based on indirect diffuse reflections. The computational complexity and memory consumption of existing NLOS reconstruction algorithms make them challenging to be implemented in real-time. This paper presents a fast and memory-efficient phasor field-diffraction-based NLOS reconstruction algorithm. In the proposed algorithm, the radial property of the Rayleigh Sommerfeld diffraction (RSD) kernels along with the linear property of Fourier transform are utilized to reconstruct the Fourier domain representations of RSD kernels using a set of kernel bases. Moreover, memory consumption is further reduced by sampling the kernel bases in a radius direction and constructing them during the run-time. According to the analysis, the memory efficiency can be improved by as much as 220×. Experimental results show that compared with the original RSD algorithm, the reconstruction time of the proposed algorithm is significantly reduced with little impact on the final imaging quality 
650 4 |a Journal Article 
700 1 |a Liu, Xiaochun  |e verfasserin  |4 aut 
700 1 |a Luo, Jianwen  |e verfasserin  |4 aut 
700 1 |a Liao, Zhengpeng  |e verfasserin  |4 aut 
700 1 |a Velten, Andreas  |e verfasserin  |4 aut 
700 1 |a Lou, Xin  |e verfasserin  |4 aut 
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