Root mean square error $($RMSE$)$

is a measure of how much distortion is present in an image.

is a measure of the accuracy of control points during a transformation.

will be higher the more accurate your transformation is$.$

will decrease if there is a larger distance between $x-,$ and $y-$coordinates of control points.