利用梯度特征和时空斑点投影系统进行高分辨率实时三维测量

IF 3.5 2区 工程技术 Q2 OPTICS
Tong Li , Shaohui Zhang , Qun Hao
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引用次数: 0

摘要

散斑投影轮廓术(SPP)以其非接触、高速和易于集成的优点在工业制造和学术研究中得到了广泛的应用。本文提出了一种基于梯度特征的立体匹配和时空散斑投影的高分辨率实时三维测量技术。在算法方面,与传统的依赖灰度信息的立体匹配方法不同,本文提出了一种基于水平和垂直梯度特征以及数字图像相关技术的时空立体匹配策略,实现了高精度的亚像素级视差估计。在硬件方面,我们开发了一个光学投影系统,能够投影时间变化的散斑模式来编码测试场景。实验验证了该方法的可行性和有效性。该方法实现了两帧散斑图的均方根误差(RMSE)为0.0621mm(而常用的三频四步移相法实现的均方根误差为0.0835mm)。在动态物体实验中,我们的方法实现了每秒27帧的实时三维重建。实验验证了该方法在实现少帧高精度测量方面的应用前景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
High-resolution, real-time 3D measurement using gradient features and spatial-temporal speckle projection system
Speckle projection profilometry (SPP) finds widespread application in industrial manufacturing and academic research owing to its benefits of non-contact, high speed and ease of integration. In this paper, we present a novel high-resolution, real-time 3D measurement technique realized through gradient-feature-based stereo matching and spatial-temporal speckle projection. In terms of algorithm, unlike traditional stereo matching methods that depend on grayscale information, we propose a new spatial-temporal stereo matching strategy based on horizontal and vertical gradient features as well as digital image correlation technique, enabling sub-pixel disparity estimation with high precision. On the hardware side, we developed an optical projection system capable of projecting temporally varying speckle patterns to encode the scene under test. Experiments are conducted to verify the feasibility and effectiveness of the proposed method. Our method achieves a root mean square error (RMSE) of 0.0621mm with two-frame speckle patterns (compared to 0.0835mm realized with the commonly used three-frequency four-step phase shifting method). In dynamic object experiments, our method achieves real-time 3D reconstruction at 27 frames per second. These experiments have validated the application prospects of the proposed method in achieving high-precision measurement with few frames.
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来源期刊
Optics and Lasers in Engineering
Optics and Lasers in Engineering 工程技术-光学
CiteScore
8.90
自引率
8.70%
发文量
384
审稿时长
42 days
期刊介绍: Optics and Lasers in Engineering aims at providing an international forum for the interchange of information on the development of optical techniques and laser technology in engineering. Emphasis is placed on contributions targeted at the practical use of methods and devices, the development and enhancement of solutions and new theoretical concepts for experimental methods. Optics and Lasers in Engineering reflects the main areas in which optical methods are being used and developed for an engineering environment. Manuscripts should offer clear evidence of novelty and significance. Papers focusing on parameter optimization or computational issues are not suitable. Similarly, papers focussed on an application rather than the optical method fall outside the journal''s scope. The scope of the journal is defined to include the following: -Optical Metrology- Optical Methods for 3D visualization and virtual engineering- Optical Techniques for Microsystems- Imaging, Microscopy and Adaptive Optics- Computational Imaging- Laser methods in manufacturing- Integrated optical and photonic sensors- Optics and Photonics in Life Science- Hyperspectral and spectroscopic methods- Infrared and Terahertz techniques
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