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Detectors and descriptors for registration of illumination varying, globally distorted images

机译:检测器和描述符用于记录照明变化的全局失真图像

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摘要

Image registration is an ill-posed problem. But due to the fact that it finds applications in many fields, it is an open research area. There are many ways to register images of which interpolation-based image registration is widely used. The accuracy of interpolation-based image registration depends largely on two factors - (1) Accurate localization of interest points (IPs) with respect to various distortions and (2) the robustness of region descriptors to geometry and illumination changes. In this context, through this paper, we make the following two contributions - (1) it is shown that region-based IPs outperform corner-based IPs when global distortions are dominant. (2) We propose new efficient region descriptors for the case when images to be registered differ by illumination.The proposed descriptors are computationally fast, and hence they help in fast matching.
机译:图像配准是一个不适的问题。但是由于它在许多领域都有应用,因此它是一个开放的研究领域。配准图像的方法有很多,其中广泛使用基于插值的图像配准。基于插值的图像配准的准确性主要取决于两个因素-(1)关于各种变形的兴趣点(IP)的准确定位,以及(2)区域描述符对几何形状和照明变化的鲁棒性。在这种情况下,通过本文,我们做出了以下两个贡献-(1)表明,当全局失真占主导地位时,基于区域的IP优于基于角点的IP。 (2)我们针对待配准的图像因光照而不同的情况提出了新的有效区域描述符,该描述符的计算速度很快,因此有助于快速匹配。

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