Many metrics have been proposed, over a period of thirty years, which
Rye able to predict image quality in the form of single numbers. These
metrics reduce a number of physical measurements to single values for
predictions of perceptions of the quality of many different types of
images from statistical evaluations by panels of observers. One proble
m concerned with the determination of any metric is which eye modulati
on transfer function (contrast sensitivity function, CSF) to use. It i
s only since 1992 that a physical model for determining the CSF of the
eye has been provided which enables a standard CSF to be calculated f
or varying viewing conditions. This paper reviews image quality metric
s for sharpness and noise both independently and in combination.