基于视觉的部分遮挡水果尺寸估计与质心定位

Mya Thin Kyu Kyu, Nay Zar Aung
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引用次数: 1

摘要

本研究的目的是提出一种简单有效的图像处理算法,用于估计部分遮挡的圆形水果的大小和质心。在所提出的方法中,基于圆弧半径的数学特性来估计部分闭塞果实的大小和质心。在实验室中,通过设置不同的遮挡条件,对橙子、桑基特、苹果和番茄果实进行了实验测试。闭塞率在0%和90%之间变化。将该方法的精度和处理时间与广泛使用的圆锥曲线圆拟合方法进行了比较。结果表明,所提出的方法的总体精度为95.1%,处理时间为0.66s,而使用圆锥曲线方程的总体精度和处理时间分别为60.2%和0.68s。与圆锥曲线方程相比,该方法能够给出更稳健的预测,即使对于低分辨率图像也是如此。
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Vision-based Size Estimation and Centroid Positioning of Partially Occluded Fruits
The objective of this study was to propose a simple and efficient image processing algorithm for estimating the size and centroid of partially occluded round fruits. In the proposed method, the size and centroid of partially occluded fruit were estimated based on the mathematical properties of the arc-radius. The experimental tests were conducted in a laboratory with orange, Sunkist, apple, and tomato fruits by setting different occlusion conditions. The occlusion percentage was varied between 0% and 90%. The accuracy and processing time of the proposed method were compared with that of the widely-used conic-section circle fitting method. The results showed that the proposed method resulted in an overall accuracy of 95.1% and processing time of 0.66 s, as opposed to 60.2% and 0.68 s, respectively, using the conic-section equation. Compared with the conic-section equation, the proposed method was able to give a more robust prediction, even for low resolution images.
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来源期刊
Asean Journal on Science and Technology for Development
Asean Journal on Science and Technology for Development Environmental Science-Waste Management and Disposal
CiteScore
1.50
自引率
0.00%
发文量
10
审稿时长
14 weeks
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