The paper's focus is the use of spectral images for the distinction of small archaeological anomalies on the basis of the authors work. Special attention is given to the ground-truthing perspective in the discussion of a number of cases from Norway. Different approaches to pattern-recognition are considered in the light of the increasing availability of hyper-spectral images that are difficult to analyse using visual inspection alone.