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A Rapid 3D Vision Inspection System for Sheet Metal Parts Based on Feature Extraction and Partial Point Clouds

机译:基于特征提取和局部点云的金属板零件快速3D视觉检测系统

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摘要

3D vision inspection of sheet metal parts is usually a time-consuming task and hence not suitable for real-time measurement of 3D geometric features.To address this problem, this work presents an active binocular 3D vision inspection system for rapid measurement of features of sheet metal parts using 2D feature extraction and partial 3D point cloud. The inspectionsystem firstly extracts the feature to be measured from one 2D image, then identifies the homologous points describing the feature on the other 2D image with the assistance of structured light, andat lastselectively computes the 3D coordinates related to thefeature measurement to largely reduce computational complexity. The system is applied to a sheet metal parts punching production line to monitor a couple of critical dimensionsin real time. The experiment results indicate that it canacquireaperture center coordinate, radius, and aperture distances within 0.1 seconds and with an average error of less than 0.2mm. The proposed system shows the potentialfor being deployed on mass-production lines to realize rapid 3D measurementfor metal sheet parts.
机译:金属板零件的3D视觉检查通常是耗时的任务,因此不适用于3D几何特征的实时测量。要解决这个问题,这项工作提供了一种用于快速测量纸张功能的有源双目3D视觉检测系统使用2D特征提取和部分3D点云的金属零件。检查系统首先提取从一个2D图像测量的特征,然后在结构光的帮助下识别描述另一个2D图像上的特征的同源点,ANDAT最后选择与Feature测量相关的3D坐标,以大大降低计算复杂性。该系统适用于金属板部件冲孔生产线,以监测几个临界维度的实时。实验结果表明,IT CanaCQuireAture坐标,半径和孔径在0.1秒内,平均误差小于0.2mm。所提出的系统显示了部署在大规模生产线上的潜力,以实现金属板部件的快速3D测量。

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