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Towards Understanding Speciation By Automated Extraction And Description Of 3d Foraminifera Stacks

机译:通过自动提取和3D foraminifera堆栈的描述来了解形态

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The sheer volume of 3D data restricts understanding of genetic speciation when analyzing specimens of planktonic foraminifera and so we develop an end-to-end computer vision system to solve and extend this. The observed fossils are planktonic foraminifera, which are single-celled organisms that live in vast numbers in the world’s oceans. Each foram retains a complete record of its size and shape at each stage along its journey through life. In this study, a variety of individual foraminifera are analyzed to study the differences among them and compared with manually labelled ground truth. This is an approach which (i) automatically reconstructs individual chambers for each specimen from image sequences, (ii) uses a shape signature to describe different types of species. The automated analysis by computer vision gives insight that was hitherto unavailable in biological analysis: analyzing shape implies understanding spatial arrangement and this is new to the biological analysis of these specimens. By processing datasets of 3D samples containing 9GB of points, we show that speciation can indeed now be analyzed and that automated analysis from morphological features leads to new insight into the origins of life.
机译:3D数据的纯粹体积限制了对分析浮游动物的样本的遗传形态,因此我们开发了一个端到端的计算机视觉系统来解决并扩展。观察到的化石是浮游动物的foraminifera,它们是在世界海洋中生活在巨大数字中的单细胞生物。每个福特在每个阶段都保留了其尺寸和形状的完整记录,沿着它的寿命。在这项研究中,分析了各种单独的Foraminifera来研究它们之间的差异,并与手动标记的地面真理相比。这是一种方法(i)从图像序列中自动地重建各个样本的单个腔室,(ii)使用形状签名来描述不同类型的物种。计算机愿景的自动分析提供了迄今为止在生物分析中不可用的洞察力:分析形状意味着了解空间布置,这是对这些标本的生物学分析的新型。通过处理含有9GB点的3D样品的数据集,我们表明现在可以确定物种,并自动分析形态学特征导致新的洞察生命的起源。

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