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Three-dimensional optimum nonlinear filter for detecting distorted target location and distance

机译:用于检测变形目标位置和距离的三维最佳非线性滤波器

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Laser radar (LADAR) is a device to acquire the profile of an object. A 3D LADAR range image is encoded as a 2D image whose gray values represent the measured range. It is possible to apply 2D filters for recognition of 2D encoded range image to detect the location of a target. However, if we want to detect the target coordinate within the input scene, that is not only the location of a target but also the distance from a sensor, 3D data processing is needed. First, it is needed to convert 2D range image back into 3D space, and then apply a 3D filtering technique to detect the target location and the distance from the sensor. We set up and solve the minimization problem that leads to the derivation of the 3D distortion tolerant nonlinear filter by minimizing the output energy due to the additive noise and the energy of correlation output in response to the input scene with the false objects. This filter also has a capability to reject a certain target if we know exactly what to reject. The correlation output at the distance level of the target shows a dominant peak at the target location, and the correlation outputs at the distance of the adjacent target level shows a very small peak at the target location. We can detect the location and the distance at the same time of the distorted target using proposed 3D optimum filtering.
机译:激光雷达(LADAR)是一种用于获取物体轮廓的设备。 3D LADAR范围图像被编码为2D图像,其灰度值代表测量范围。可以应用2D滤波器来识别2D编码的距离图像,以检测目标的位置。但是,如果我们要检测输入场景中的目标坐标,即不仅是目标的位置,而且是距传感器的距离,则需要3D数据处理。首先,需要将2D距离图像转换回3D空间,然后应用3D滤波技术来检测目标位置和距传感器的距离。我们设置并解决了最小化问题,该问题导致最小化3D失真容忍非线性滤波器的问题,方法是最小化由于加性噪声引起的输出能量以及响应于带有假物体的输入场景的相关输出能量。如果我们确切知道要拒绝什么,则此过滤器还具有拒绝特定目标的功能。在目标的距离水平处的相关输出在目标位置处显示主导峰,而在相邻目标水平的距离处的相关输出在目标位置处显示很小的峰。我们可以使用建议的3D最佳滤波同时检测变形目标的位置和距离。

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