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Nonlinear filter for pattern recognition invariant to illumination and to out-of-plane rotations

机译:用于照明和平面外旋转不变的模式识别的非线性滤波器

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摘要

Automatic target recognition in uncontrolled conditions is a difficult task because many parameters are involved. This study deals with the recognition of targets under limited out-of-plane rotations while maintaining invariance to ambient light illumination. Contrast invariance is achieved by using the recently developed locally adaptive contrast-invariant filter, a method that yields correlation peaks whose values are invariant under any linear transformation of intensity. To reduce the sensitivity to the orientation of the object we replace the reference in the nonlinear filter by a synthetic discriminant filter. The range used for out-of-plane rotations was 40 degrees with a depression angle of 20 degrees. We present results for unsegmented targets on complex backgrounds with the presence of false targets.
机译:在不受控制的条件下自动目标识别是一项艰巨的任务,因为涉及许多参数。这项研究致力于在有限的平面外旋转下识别目标,同时保持对环境光照明的不变性。对比度不变性是通过使用最近开发的局部自适应对比度不变滤波器来实现的,该方法可产生相关峰,其强度值在任何线性变换下均不变。为了降低对物体方向的敏感度,我们用合成判别滤波器替换了非线性滤波器中的参考。平面外旋转的范围为40度,俯角为20度。我们提出了在存在错误目标的复杂背景下未分段目标的结果。

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    《Applied optics》 |2003年第23期|共5页
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