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Performance Evaluation Strategies for Eye Gaze Estimation Systems with Quantitative Metrics and Visualizations

机译:具有定量指标和可视化的眼睛凝视估算系统的性能评估策略

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摘要

An eye tracker’s accuracy and system behavior play critical roles in determining the reliability and usability of eye gaze data obtained from them. However, in contemporary eye gaze research, there exists a lot of ambiguity in the definitions of gaze estimation accuracy parameters and lack of well-defined methods for evaluating the performance of eye tracking systems. In this paper, a set of fully defined evaluation metrics are therefore developed and presented for complete performance characterization of generic commercial eye trackers, when they operate under varying conditions on desktop or mobile platforms. In addition, some useful visualization methods are implemented, which will help in studying the performance and data quality of eye trackers irrespective of their design principles and application areas. Also the concept of a graphical user interface software named GazeVisual v1.1 is proposed that would integrate all these methods and enable general users to effortlessly access the described metrics, generate visualizations and extract valuable information from their own gaze datasets. We intend to present these tools as open resources in future to the eye gaze research community for use and further advancement, as a contribution towards standardization of gaze research outputs and analysis.
机译:眼追踪器的准确性和系统行为在确定从它们中获得的眼睛凝视数据的可靠性和可用性来发挥关键作用。然而,在现代眼睛凝视研究中,凝视估计精度参数的定义以及缺乏用于评估眼跟踪系统性能的明确定义方法存在大量模糊性。在本文中,因此开发了一组完全定义的评估度量,并呈现了通用商用眼跟踪器的完整性能表征,当它们在桌面或移动平台上的不同条件下运行时。此外,实施了一些有用的可视化方法,这将有助于研究眼跟踪器的性能和数据质量,而不论其设计原则和应用领域。还提出了名为Gazevisual V1.1的图形用户界面软件的概念,这将集成所有这些方法,并使通用用户能够轻松地访问所描述的指标,从他们自己的凝视数据集中提取有价值的信息。我们打算将这些工具作为未来为开放资源展示,以便对眼睛凝视研究界进行使用和进一步的进步,作为对凝视研究产出和分析的标准化的贡献。

著录项

  • 作者

    Anuradha Kar; Peter Corcoran;

  • 作者单位
  • 年度 2018
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  • 原文格式 PDF
  • 正文语种 eng
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