In the preceding equation, the four parameters q = (a, b, tx, ty)T have the following interpretations. The first pair (a, b) are related to the scale k and rotation θ: a is equal to k cos θ - 1, and b = k sin θ. The second pair (tx, ty) are the x and y translations, as proposed in the Active Appearance Models Revisited paper.