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Method to increase the accuracy of phase correlation motion estimation in low-bit-precision circumstances

机译:在低位精度情况下提高相位相关运动估计精度的方法

摘要

A method and system to improve the performance of phase correlation motion estimation for low-bit-precision implementation are described herein. Phase correlation uses the Fast Fourier Transform (FFT) with operations with infinite-precision constants. Since physical implementations use finite-precision arithmetic, there is some loss in precision relative to the ideal infinite-precision case. In low-complexity implementations, it is desirable to use as few bits as possible, and if the precision is too low, the performance of traditional phase correlation suffers. A pre-processing technique is applied to the data prior to taking the FFT, which minimizes the negative effects of finite precision in the FFT and allows high quality results from phase correlation. The pre-processing step is a content-dependent contrast adjustment that maps the range of the input images' pixel values to the range of input values for the FFT. There is no post-processing required after the FFT to compensate for the pre-processing step.
机译:本文描述了一种用于针对低位精度实现来改善相位相关运动估计的性能的方法和系统。相位相关使用快速傅立叶变换(FFT)和具有无限精度常数的运算。由于物理实现使用有限精度算法,因此相对于理想的无限精度情况,精度会有所损失。在低复杂度的实现中,希望使用尽可能少的比特,并且如果精度太低,则传统相位相关的性能会受到影响。在进行FFT之前,对数据应用了预处理技术,该技术可将FFT中有限精度带来的负面影响降至最低,并允许相位相关获得高质量的结果。预处理步骤是依赖于内容的对比度调整,该调整将输入图像的像素值的范围映射到FFT的输入值的范围。 FFT之后不需要后处理来补偿预处理步骤。

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