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Glyph-Based Video Visualization for Semen Analysis

机译:基于字形的视频可视化,用于精液分析

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The existing efforts in computer assisted semen analysis have been focused on high speed imaging and automated image analysis of sperm motility. This results in a large amount of data, and it is extremely challenging for both clinical scientists and researchers to interpret, compare and correlate the multidimensional and time-varying measurements captured from video data. In this work, we use glyphs to encode a collection of numerical measurements taken at a regular interval and to summarize spatio-temporal motion characteristics using static visual representations. The design of the glyphs addresses the needs for (a) encoding some 20 variables using separable visual channels, (b) supporting scientific observation of the interrelationships between different measurements and comparison between different sperm cells and their flagella, and (c) facilitating the learning of the encoding scheme by making use of appropriate visual abstractions and metaphors. As a case study, we focus this work on video visualization for computer-aided semen analysis, which has a broad impact on both biological sciences and medical healthcare. We demonstrate that glyph-based visualization can serve as a means of external memorization of video data as well as an overview of a large set of spatiotemporal measurements. It enables domain scientists to make scientific observation in a cost-effective manner by reducing the burden of viewing videos repeatedly, while providing them with a new visual representation for conveying semen statistics.
机译:计算机辅助精液分析的现有工作已集中在精子运动的高速成像和自动图像分析上。这会产生大量数据,对于临床科学家和研究人员来说,要解释,比较和关联从视频数据中捕获的多维和随时间变化的测量值都极具挑战性。在这项工作中,我们使用字形来编码以固定间隔进行的一组数值测量,并使用静态视觉表示总结时空运动特征。字形的设计满足了以下需求:(a)使用可分离的视觉通道对大约20个变量进行编码;(b)支持科学观察不同测量之间的相互关系以及不同精子细胞及其鞭毛之间的比较,以及(c)促进学习通过使用适当的视觉抽象和隐喻来实现编码方案。作为案例研究,我们将这项工作的重点放在用于计算机辅助精液分析的视频可视化上,这对生物科学和医疗保健都产生了广泛的影响。我们证明了基于字形的可视化可以用作视频数据的外部存储方式以及大量时空测量的概述。它通过减少重复观看视频的负担,使领域科学家能够以具有成本效益的方式进行科学观察,同时为他们提供新的可视化表示方式来表达精液统计数据。

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