首页> 外文期刊>Journal of Central European Agriculture >How does Computer vision compare to standard colorimeter in assessing the seed coat color of common bean (Phaseolus vulgaris L.)?
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How does Computer vision compare to standard colorimeter in assessing the seed coat color of common bean (Phaseolus vulgaris L.)?

机译:在评估普通豆(Phaseolus vulgaris L.)的种皮颜色时,计算机视觉与标准色度计相比如何?

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Common bean (Phaseolus vulgaris L.) exhibits a wide range of seed coat colors and this morphological trait is widely used in cultivar identification and assessment of diversity within this species. With an advancement in technology and informatics, new methods of assessing seed color are emerging in addition to traditionally used visual observation. Due to a great variety of color measuring techniques, the evaluation of the agreement between methods is needed prior to using the methods interchangeably. Seed coat color in terms of CIE L*a*b* color coordinates of 100 common bean accessions belonging to five mono-colored landraces was assessed using two methods, colorimeter and Computer vision. The percentage difference between the two methods across all samples for L* color coordinate was 5.81%, for a* color coordinate 23.32% and for b* color coordinate 44.44%. According to Bland-Altman difference plot there is a considerable lack of agreement between the two methods. However, using stepwise discriminant analysis revealed that colorimeter method correctly classified 97% of accessions into their respective landrace, while the classification success of the Computer vision was 99%.
机译:普通豆(菜豆)表现出各种各样的种皮颜色,这种形态特征被广泛用于品种鉴定和该物种内多样性的评估。随着技术和信息学的进步,除了传统上使用的视觉观察之外,评估种子颜色的新方法正在兴起。由于多种颜色测量技术,需要在可互换使用方法之前评估方法之间的一致性。使用比色计和计算机视觉这两种方法评估了属于五个单色地方品种的100个普通豆种的CIE L * a * b *颜色坐标下的种皮颜色。两种方法在所有样本中,L *颜色坐标的百分比差异为5.81%,a *颜色坐标为23.32%,b *颜色坐标为44.44%。根据Bland-Altman差异图,两种方法之间相当缺乏一致性。但是,使用逐步判别分析显示,色度计方法将97%的种质正确分类为各自的地方品种,而计算机视觉的分类成功率为99%。

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