How did you compute RMSD, MAD, MED and STD

Hi, thank you for sharing your exciting work. I would ask how did you compute the RMSD, MAD, MED and STD? have you computed them between the registered and sensed image OR registered image and ground truth? 

Please assist with this as it is not clear to me. 
Kind regards,

