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DOI | 10.1016/j.optcom.2009.04.055 |
Complex object 3D measurement based on phase-shifting and a neural network | |
Li Zhong-wei; Shi Yu-sheng; Wang Cong-jun; Qin Da-hui; Huang Kui | |
发表日期 | 2009 |
ISSN | 0030-4018 |
起始页码 | 2699 |
结束页码 | 2706 |
卷号 | 282期号:14 |
英文摘要 | An accurate phase-height mapping algorithm based on phase-shifting and a neural network is proposed to improve the performance of the structured light system with digital fringe projection. As phase-height mapping is nonlinear, it is difficult to find the best camera model for the system. In order to achieve high accuracy, a trained three-layer back propagation neural network is employed to obtain the complicated transformation. The phase error caused by the non-sinusoidal attribute of the fringe image is analyzed. During the phase calculation process, a pre-calibrated phase error look-up-table is used to reduce the phase error. The detailed procedures of the sample data collection are described. By training the network, the relationship between the image coordinates and the 3D coordinates of the object can be obtained. Experimental results demonstrate that the proposed method is not sensitive to the non-sinusoidal attribute of the fringe image and it can recover complex free-form objects with high accuracy. (C) 2009 Elsevier B.V. All rights reserved. |
英文关键词 | 3D measurement; Phase-height mapping; Phase-shifting; Neural network |
WOS研究方向 | Optics |
WOS类目 | Optics |
来源期刊 | OPTICS COMMUNICATIONS
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文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/158666 |
作者单位 | Li, ZW (corresponding author), Huazhong Univ Sci & Technol, State Key Lab Mat Proc & Die & Mould Technol, Wuhan 430074, Peoples R China. |
推荐引用方式 GB/T 7714 | Li Zhong-wei,Shi Yu-sheng,Wang Cong-jun,et al. Complex object 3D measurement based on phase-shifting and a neural network[J],2009,282(14). |
APA | Li Zhong-wei,Shi Yu-sheng,Wang Cong-jun,Qin Da-hui,&Huang Kui.(2009).Complex object 3D measurement based on phase-shifting and a neural network.OPTICS COMMUNICATIONS,282(14). |
MLA | Li Zhong-wei,et al."Complex object 3D measurement based on phase-shifting and a neural network".OPTICS COMMUNICATIONS 282.14(2009). |
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