Sensitivity evaluation of embedded code detection in imperceptible structured light sensing

Jingwen Dai, R. Chung
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Abstract

We address the use of pre-trained primitive-shape detectors for identifying embedded codes in imperceptible structured light (ISL) sensing. The accuracy of the whole sensing system is determined by the performance of such detectors. In training-based methods, generalization of the training results is often an issue, and it is especially so when the work scenario could have substantial variation between the training stage and the operation stage. This paper presents sensitivity evaluation results of embedded code detection in ISL sensing, together with the associated statistical analysis. They show that the scheme of embedding imperceptible codes into normal video projection can be maintained effective despite possible variations on sensing distance, projection-surface orientation, projection-surface shape, projection-surface texture and hardware configuration. The finding indicates the feasibility of integrating the ISL method into robotic systems for operation over a wide domain of circumstances.
难以察觉结构光传感中嵌入代码检测的灵敏度评价
我们解决了使用预先训练的原始形状检测器来识别难以察觉的结构光(ISL)传感中的嵌入代码。整个传感系统的精度取决于这些探测器的性能。在基于培训的方法中,培训结果的泛化往往是一个问题,特别是当工作场景在培训阶段和操作阶段之间可能有很大差异时。本文给出了ISL传感中嵌入式代码检测的灵敏度评价结果,并进行了相关的统计分析。他们表明,尽管感知距离、投影面方向、投影面形状、投影面纹理和硬件配置可能发生变化,但将难以察觉的代码嵌入到普通视频投影中的方案可以保持有效。这一发现表明,将ISL方法集成到机器人系统中,可以在广泛的情况下进行操作。
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