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Multi-frame image processing with panning cameras and moving subjects

机译:使用摇摄相机和移动主体进行多帧图像处理

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Imaging scenarios commonly involve erratic, unpredictable camera behavior or subjects that are prone to movement, complicating multi-frame image processing techniques. To address these issues, we developed three techniques that can be applied to multi-frame image processing algorithms in order to mitigate the adverse effects observed when cameras are panning or subjects within the scene are moving. We provide a detailed overview of the techniques and discuss the applicability of each to various movement types. In addition to this, we evaluated algorithm efficacy with demonstrated benefits using field test video, which has been processed using our commercially available surveillance product. Our results show that algorithm efficacy is significantly improved in common scenarios, expanding our software's operational scope. Our methods introduce little computational burden, enabling their use in real-time and low-power solutions, and are appropriate for long observation periods. Our test cases focus on imaging through turbulence, a common use case for multi-frame techniques. We present results of a field study designed to test the efficacy of these techniques under expanded use cases.
机译:成像场景通常涉及不稳定,不可预测的相机行为或易于移动的主体,从而使多帧图像处理技术复杂化。为了解决这些问题,我们开发了三种可应用于多帧图像处理算法的技术,以减轻相机平移或场景中的物体移动时观察到的不利影响。我们提供了这些技术的详细概述,并讨论了每种技术对各种运动类型的适用性。除此之外,我们还使用现场测试视频评估了算法的有效性,并证明了其优势,该视频已使用我们的商用监控产品进行了处理。我们的结果表明,在常见情况下,算法功效得到了显着改善,从而扩大了我们软件的操作范围。我们的方法几乎没有计算负担,可以在实时和低功耗解决方案中使用,并且适用于较长的观察期。我们的测试用例专注于湍流成像,这是多帧技术的常见用例。我们提供了一项现场研究的结果,旨在在扩展的使用案例下测试这些技术的功效。

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