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High precision dimensional analysis of manufactured parts: synthetic images and knowledge help image data evaluation and interpretation

机译:高精度尺寸分析制造部件:合成图像和知识帮助图像数据评估和解释

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Computer vision based evaluation of industrial workpieces can make efficiently use of knowledge based approaches, in particular for quality control and accurate measurement tasks. One of the possible approaches is to compare real images with conceptual (synthetic) images generated using standard CAD models and taking the application specific conditions into account. Integrated in (industrial) real-life environments, our developed hardware and software have been applied, amongst others, to non-standard surface inspection tasks requiring extremely high processing rates and to robotics. Specifically, inspection relies on the comparison of real and conceptual images, using measured calibration data, CAD models including tolerances and measured acquisition parameters for the generation of the conceptual images. The resulting evaluation methods have been successfully applied to the vision based on-line inspection of manufactured parts including sculptured surfaces (e.g. turbine blades). In particular, the reconstruction of 3D shapes is demonstrated using structured light techniques. As a result, an accuracy of the order of 25pm can be routinely achieved for the reconstruction using either isolated images or spatially registered image sequences. Also, the design, realization and use of a controlled acquisition system (measuring robot) will be shortly presented. This device should facilitate the controlled feature extraction out of the images, in view of a fine modelization of the image contents and application to dimensional measures and 3D reconstruction of rigid or non-rigid objects.
机译:基于计算机视觉的工业工程评估可以有效地利用基于知识的方法,特别是对于质量控制和准确的测量任务。其中一个可能的方法是将具有使用标准CAD模型生成的概念(合成)图像的真实图像进行比较,并考虑到应用程序特定条件。综合(工业)现实生活环境,我们开发的硬件和软件已经应用于需要极高的处理速率和机器人的非标准表面检验任务。具体地,检查依赖于实际和概念图像的比较,使用测量的校准数据,CAD模型包括公差和测量的获取参数来生成概念图像。所得到的评估方法已成功地应用于基于制造部件的视觉检查,包括雕刻表面(例如涡轮叶片)。特别地,使用结构光技术来证明3D形状的重建。结果,可以使用隔离图像或空间注册的图像序列来常规实现25PM的准确性。此外,还将很快呈现受控采集系统(测量机器人)的设计,实现和使用。考虑到图像内容和尺寸尺寸措施和三维重建的刚性或非刚性物体的尺寸或非刚性物体的三维重建,该装置应促进图像的受控特征提取。

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