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Improving Accuracy of Optical Flow of Heeger's Original Method on Biomedical Images

机译:提高Heeger原始方法在生物医学图像上的光流精度

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The paper is focused on the computation of optical flow from time-lapse 2D images acquired from fluorescence optical microscope. The Heeger's traditional established method based on spatio-temporal filtering is adopted and modified in order to solve issues that arose from this sort of image data. In particular, a scheme for effective and fast computations of complex Gabor convolutions is used. The filter tuning is changed to better support the detection of movement. The least squares fitting of the original method is also revised. A parametric study was conducted to assess optimal parameters. With optimal parameters, the proposed method showed lower average angular errors than the original. C++ implementation is available on the author's web pages.
机译:本文的重点是根据从荧光光学显微镜获取的延时2D图像计算光流。采用和修改了基于时空滤波的Heeger传统建立的方法,以解决由此类图像数据引起的问题。特别地,使用了用于有效且快速地计算复杂Gabor卷积的方案。更改了过滤器调整,以更好地支持运动检测。原始方法的最小二乘拟合也进行了修改。进行了参数研究以评估最佳参数。在具有最佳参数的情况下,所提出的方法显示出比原始方法更低的平均角度误差。在作者的网页上可以使用C ++实现。

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