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Image matching under affine deformations

机译:仿射变形下的图像匹配

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Image deformations due to relative motion between an observer and an object may be used to infer 3D structure. Up to first order these deformations can be written in terms of an affine transform. A novel approach is adopted to measuring affine transforms which correctly handles the problem of corresponding deformed patches. The patches are filtered using gaussians and derivatives of gaussians and the filters deformed according to the affine transform. The problem of finding the affine transform is therefore reduced to that of finding the appropriate deformed filter to use. The gaussian equations are solved both in the special case where the affine transform can be written as a similarity transform and for the general affine transform. The method is local and can handle arbitrarily large affine deformations. Experiments demonstrate that this technique can find scale changes and optical flow in situations where other methods fail. The experiments also demonstrate the robustness of the technique.
机译:由于观察者和物体之间的相对运动而引起的图像变形可以用于推断3D结构。直到第一阶,这些变形都可以用仿射变换来表示。采用一种新颖的方法来测量仿射变换,该仿射变换可以正确处理相应变形贴片的问题。使用高斯和高斯导数对小块进行滤波,然后根据仿射变换使滤镜变形。因此,将寻找仿射变换的问题减少为寻找合适的变形滤波器来使用的问题。在可以将仿射变换写为相似变换的特殊情况下以及对于一般仿射变换,都可以求解高斯方程。该方法是局部的,可以处理任意大的仿射变形。实验表明,在其他方法失败的情况下,该技术可以发现标度变化和光流。实验还证明了该技术的鲁棒性。

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