dAUTOMAP scales AUTOMAP by decomposing domain transformation.
problem Inadequate scalability limits AUTOMAP's practicality.
method Decomposes AUTOMAP's domain transformation for linear scalability.
result dAUTOMAP outperforms AUTOMAP with fewer parameters.