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An Automated Approach for Slicing Plane Placement in Visual Data Analysis

机译:可视数据分析中切片平面放置的自动化方法

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摘要

Effective display and visual analysis of complex 3D data is a challenging task. Occlusions, overlaps, and projective distortions—as frequently caused by typical 3D rendering techniques—can be major obstacles to unambiguous and robust data analysis. Slicing planes are a ubiquitous tool to resolve several of these issues. They act as simple clipping geometry to provide clear cut-away views of the data. We propose to enhance the visualization and analysis process by providing methods for automatic placement of such slicing planes based on local optimization of gradient vector flow. The final obtained slicing planes maximize the total amount of information displayed with respect to a pre-specified importance function. We demonstrate how such automated slicing plane placement is able to support and enrich 3D data visualization and analysis in multiple scenarios, such as volume or surface rendering, and evaluate its performance in several benchmark data sets.
机译:有效地显示和视觉分析复杂的3D数据是一项艰巨的任务。通常由典型的3D渲染技术引起的遮挡,重叠和投影变形,可能是进行明确而可靠的数据分析的主要障碍。切片机是解决其中一些问题的普遍工具。它们充当简单的裁剪几何体,以提供清晰的数据视图。我们建议通过提供基于梯度矢量流的局部优化来自动放置此类切片平面的方法,来增强可视化和分析过程。最终获得的切片平面将针对预定重要性函数显示的信息总量最大化。我们将演示这种自动切片平面放置如何在多种情况下(例如体积或曲面渲染)支持和丰富3D数据的可视化和分析,并在多个基准数据集中评估其性能。

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