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Educational experiments in machine vision

机译:机器视觉教育实验

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We present a set of four educational experiments in machine vision. These were designed to run on low-cost hardware which is yet powerful enough to serve in genuine industrial applications of machine vision. The experiments introduce students to thresholding, connected component analysis, Hough transforms, stereo vision, and color coordinate systems. The programming involved is close enough to the hardware to expose students to real-time processing techniques and prepares them to tackle the type of problems they will face in field applications of machine vision. The experiments are: locate coins in an image, identify their denominations, and count the amount of money present; extract the straight edges of a cube by the Hough transform technique; extract three-dimensional (3-D) information from left and right images of the same cube; and transform color images from RGB to HSI coordinates and visually assess the results.
机译:我们提出了一组四个机器视觉教育实验。它们被设计为在低成本硬件上运行,而这些硬件又足够强大,可以在机器视觉的真正工业应用中使用。实验向学生介绍了阈值,关联成分分析,霍夫变换,立体视觉和颜色坐标系。所涉及的编程与硬件足够接近,可以使学生了解实时处理技术,并为他们做好准备,以解决他们在机器视觉的现场应用中将面临的问题类型。实验是:在图像中找到硬币,确定它们的面额,并对存在的金额进行计数;通过霍夫变换技术提取立方体的直边;从同一立方体的左右图像中提取三维(3-D)信息;并将彩色图像从RGB坐标转换为HSI坐标,并在视觉上评估结果。

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