Accelerated fixed-point iterative reconstruction for fiber borescope imaging

被引:0
|
作者
Saiham, Dewan [1 ]
Zhu, Zheyuan [1 ]
Klein, Andrew b. [1 ]
Pang, Shuo s. [1 ]
机构
[1] Univ Cent Florida, Coll Opt & Photon, CREOL, 4304 Scorpius St, Orlando, FL 32816 USA
基金
美国国家科学基金会; 美国国家航空航天局;
关键词
BUNDLE; PATTERNS; REMOVAL;
D O I
10.1364/OE.495252
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Computational imaging systems with embedded processing have potential advantages in power consumption, computing speed, and cost. However, common processors in embedded vision systems have limited computing capacity and low level of parallelism. The widely used iterative algorithms for image reconstruction rely on floating-point processors to ensure calculation precision, which require more computing resources than fixed-point processors. Here we present a regularized Landweber fixed-point iterative solver for image reconstruction, implemented on a field programmable gated array (FPGA). Compared with floating-point embedded uniprocessors, iterative solvers implemented on the fixed-point FPGA gain 1 to 2 orders of magnitude acceleration, while achieving the same reconstruction accuracy in comparable number of effective iterations. Specifically, we have demonstrated the proposed fixed-point iterative solver in fiber borescope image reconstruction, successfully correcting the artifacts introduced by the lenses and fiber bundle.(c) 2023 Optica Publishing Group under the terms of the Optica Open Access Publishing Agreement
引用
收藏
页码:38355 / 38364
页数:10
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