It is argued that image measurements should satisfy two requirements o
f physical plausibility: the measurements are of non-zero scale and no
n-zero imprecision; and two required invariances, nothing is lost by e
xpanding the image and nothing is lost by increasing the contrast of t
he image. A model of measurements satisfying these constraints, based
on blurring the graph of the incident luminance, is described. Within
this framework, several types of filtering can be expressed: mean filt
ering (ordinary scale space); median filtering: and mode filtering. It
is found that of these possibilities, a system based on mode filterin
g produces interesting results. In particular, edges-defined as discon
tinuities-naturally appear, and their behaviour over scale and impreci
sion is presented.