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Determination of the olive maturity index of intact fruits using image analysis

机译:使用图像分析确定完整水果的橄榄成熟度指数

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摘要

In this work, the maturity index of different samples of olives was objectively assessed by image analysis obtained through machine vision, in which algorithms of color-based segmentation and operators to detect edges were used. This method allows a fast, automatic and objective prediction of olive maturity index. This prediction value was compared to maturity index (MI), generally used by olive oil industry, based on the subjective visual determination of color of fruit skin and flesh. Machine vision was also applied to the automatic estimation of size and weight of olive fruits. The proposed system was tested to obtain a good performance in the classification of the fruit in batches. When applied to several olive samples, the maturity index predicted by machine vision was in close agreement with the maturity index of fruits visually estimated, values that are currently used as standards. The evaluation of weight of fruit also provided good results (R2 = 0.91). These results obtained by image analysis can be used as a useful method for the classification of olives at the reception in olive mill, allowing a better quality control of the production process.
机译:在这项工作中,通过机器视觉获得的图像分析客观地评估了不同橄榄样品的成熟度指数,其中使用了基于颜色的分割算法和检测边缘的算子。这种方法可以快速,自动和客观地预测橄榄成熟度指数。根据主观视觉确定果皮和果肉的颜色,将该预测值与橄榄油行业通常使用的成熟度指数(MI)进行比较。机器视觉还被用于自动估计橄榄果实的大小和重量。对提出的系统进行了测试,以在分批水果分类中获得良好的性能。当应用于多个橄榄样品时,通过机器视觉预测的成熟度指标与目测估计的水果的成熟度指标(目前用作标准值)非常一致。水果重量的评估也提供了很好的结果(R 2 = 0.91)。通过图像分析获得的这些结果可以用作在橄榄磨中的接待处对橄榄进行分类的有用方法,从而可以更好地控制生产过程的质量。

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