一种协同光度立体和超分辨率光学检测方法

A. Galdelli, A. Mancini, E. Frontoni, P. Zingaretti
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引用次数: 2

摘要

三维重建是计算机视觉中一项非常重要的技术,用于生成真实场景的三维模型。为此,我们使用光度立体,允许您在不同的照明条件下从多个图像进行形状估计。在过去的几年里,这项技术已经在许多工作和科学领域得到了应用。光度立体的一个重要应用领域是生产周期内的质量控制。在某些情况下,3D模型用于识别缺陷或进行百分之一甚至千分之一毫米的测量。为了获得精确的三维模型,有必要使用具有高性价比和高性能硬件的重建系统。另外,我们提出了一种将光度立体与超分辨率相结合的方法,该方法使用适合光学检测的廉价和低性能硬件产生非常精确的模型。实际上,超分辨率允许克服硬件限制,从一组低分辨率图像中生成一个高分辨率图像。通过这种新方法,我们获得了一个非常精确的三维模型,可以用于光学检测的决策支持系统。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Synergic Photometric Stereo and Super Resolution Approach for Optical Inspection
Three-dimensional reconstruction is a very important technique of Computer Vision that produces a three-dimensional (3D) model of a real scene. For this purpose, we use Photometric Stereo that allows you to shape estimation from several images under different lighting conditions. In the last few years, this technology has been used in many areas both working and scientific. An important sector where Photometric Stereo is used is quality control inside productive cycle. In some case, the model 3D is used to identify defects or to make measurements of the order of hundredths or even thousandths of millimeters. To obtain an accurate 3D model, it is necessary to use an cost-effective reconstruction system with a performance hardware. Alternatively, we propose a method that combine Photometric Stereo with Super Resolution that produces a very accurate model using cheap and lower performance hardware that is suitable for optical inspection. Indeed, the Super Resolution allows to overcome the hardware constraint and produce one high resolution image from a set of low resolution images. With this novel method, we obtain a very accurate 3D model that could be in a decision support system for optical inspection.
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