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Sensor-based validation of synthetic thermal scenes: how close is good enough?

机译:基于传感器的合成热场景验证:足够好了吗?

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Using synthetic background scenes in the modeling of thermal infrared sensor-based smart munitions offers tremendous flexibility in exploring the performance envelope of these systems. However, to reach this goal, the synthetic background generation process must undergo the scrutiny of verification and validation to be accredited for use with a specific sensor system. Traditional approaches to validating synthetic scenes range from low-level subjective comparison to absolute pixel-to-pixel agreement between the two scenes. Neither of these approaches considers the specific smart munition sensor and processor which ultimately use the scene. In this paper we present an alternate validation approach based on comparison between end performance of a thermal infrared sensor-based smart munition system using synthetic/real scene pairs. Paired synthetic/real thermal scenes, including a low and a high-clutter level, are compared with conventional validation metrics and with the performance-based metric, using various smart munition sensor targeting algorithms. The degree of scene fidelity (absolute agreement between scene pairs) required to replicate performance varies with clutter level and processor algorithm. Under high clutter conditions, greater synthetic scene fidelity is required to match performance.
机译:在基于热红外传感器的智能弹药的建模中使用合成背景场景在探索这些系统的性能包络方面提供了巨大的灵活性。然而,为了实现这一目标,合成背景生成过程必须经过审查和验证的审核,以获得特定的传感器系统。传统方法以验证合成场景的范围从两个场景之间的低级别主观比较与绝对像素到像素协议。这些方法都不考虑特定的智能弹药传感器和处理器,最终使用该场景。本文在使用合成/真实场景对的基于热红外传感器的智能弹药系统的最终性能之间的比较,我们提出了一种备用验证方法。与传统的验证度量和基于性能的公制相比,将成对的合成/真实热场景(包括低和高杂波水平)使用各种智能弹药传感器定位算法进行比较。复制性能所需的场景保真度(场景对之间的绝对协议)因杂波电平和处理器算法而异。在高杂波条件下,需要更大的合成场景保真度来匹配性能。

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