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Cost and time-effective method for multi-scale measures of rugosity fractal dimension and vector dispersion from coral reef 3D models

机译:从珊瑚礁3D模型中进行皱纹分形维数和矢量离散度的多尺度测量的经济高效的方法

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摘要

We present a method to construct and analyse 3D models of underwater scenes using a single cost-effective camera on a standard laptop with (a) free or low-cost software, (b) no computer programming ability, and (c) minimal man hours for both filming and analysis. This study focuses on four key structural complexity metrics: point-to-point distances, linear rugosity (R), fractal dimension (D), and vector dispersion (1/k). We present the first assessment of accuracy and precision of structure-from-motion (SfM) 3D models from an uncalibrated GoPro camera at a small scale (4 m2) and show that they can provide meaningful, ecologically relevant results. Models had root mean square errors of 1.48 cm in X-Y and 1.35 in Z, and accuracies of 86.8% (R), 99.6% (D at scales 30–60 cm), 93.6% (D at scales 1–5 cm), and 86.9 (1/k). Values of R were compared to in-situ chain-and-tape measurements, while values of D and 1/k were compared with ground truths from 3D printed objects modelled underwater. All metrics varied less than 3% between independently rendered models. We thereby improve and rigorously validate a tool for ecologists to non-invasively quantify coral reef structural complexity with a variety of multi-scale metrics.
机译:我们提出了一种在标准笔记本电脑上使用单个具有成本效益的相机来构建和分析水下场景3D模型的方法,该笔记本电脑具有(a)免费或低成本软件,(b)没有计算机编程能力以及(c)工时最少用于拍摄和分析。这项研究的重点是四个关键的结构复杂性指标:点对点距离,线性皱折度(R),分形维数(D)和矢量离散度(1 / k)。我们首先从小规模(4 m 2 )的未经校准的GoPro 相机中对运动结构(SfM)3D模型的准确性和精度进行了首次评估,表明它们可以提供有意义的,与生态相关的结果。模型在XY上的均方根误差为1.48 cm,在Z上的均方根误差为1.35,准确度为86.8%(R),99.6%(在30-60 cm的刻度上为D),93.6%(D在1-5 cm的刻度上)和86.9(1 / k)。将R的值与原位链带测量进行比较,而将D和1 / k的值与水下3D打印物体的地面真实情况进行比较。在独立渲染的模型之间,所有指标的差异均小于3%。因此,我们改进并严格验证了生态学家使用各种多尺度指标以非侵入性方式量化珊瑚礁结构复杂性的工具。

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