Search over all values of all parameters and choose the ones the minimise the mean square error of pixel values.

Obviously that will be slow, so probably do some kind of gradient descent, or perhaps depending on what the parameters are there may be a closed-form solution, I don't know.

Yes the result will be subtly different but it's just a starting point.