The least squares estimate detailed in [3] assumes that
the observations of the GMRF image 
obey the model
where 
is a zero mean correlated noise sequence with
variance 
and correlation with the following structure:
Then, for 
, the LSE are:
where 
is the complete set of 
pixels, and toroidal wrap-around is assumed.
