These observations allow one to formalize the definition of reflection: a reflection is an involutive isometry of an Euclidean space whose set of fixed points is an affine subspace of codimension 1. 这些观察允许我们形式化反射的定义: 反射是欧几里得空间的对合等距同构,它的不动点集合是余维度为 1 的仿射子空间。
We like to call these operations affine transformations.
我们喜欢称这些操作为仿射变换。
两分钟论文
So the fully scientific description would be that we add a regularization term that stipulates, that these colors only undergo affine transformations.
所以完全科学的描述就是,我们在公式中添加一个正则项,规定这些颜色只能进行仿射变换。
两分钟论文
This means that there are a ton of different possible solutions for transferring the colors, and we're trying to steer the optimizer towards solutions that adhere to some additional criterion, in our case, the affine transformations.
Now the machine needs to be consistent and careful not to distort the face too much, so it only uses affine transformations, essentially using a scale, rotation, and shear to preserve points and parallel lines.