Quaternion Weighted Averaging
1. Objective function
This paper use the element-wise matrix difference as the objective function.

Then extend the Frobenius norms we could found :

The new optimization problem becomes :

Which are equations (4) and (5) in the paper:

2. Further Derivative
Using the expression of the rotation matrix from quaternion :


Take the upper equation into the optimizaton objective function :

Further see the last term of the upper equation:

Finally, we have :

Which are equations (8) and (9) in the paper:


3. Using the rotation matrix expression
Further take the expression of rotation matrix into the upper equations. we could have :






Finally we reach the equation (13) in the paper:

Which could be solved efficiently.
四元数加权平均算法解析
本文深入探讨了四元数加权平均算法,详细介绍了其目标函数设定,通过矩阵元素差作为优化目标,并利用Frobenius范数进行扩展。进一步推导了旋转矩阵表达式下的目标函数导数,最终形成高效求解方程。

被折叠的 条评论
为什么被折叠?



