Dr. Fuhrmann et al., EXPERIMENTAL EVALUATION OF PSYCHOPHYSICAL DISTORTION METRICS FOR JPEG-ENCODED IMAGES, Journal of electronic imaging, 4(4), 1995, pp. 397-406
Two experiments for evaluating psychophysical distortion metrics in Jo
int Photographic Experts Group (JPEG) encoded images are described. Th
e first is a threshold experiment, in which subjects determined the bi
t rate or level of distortion at which distortion was just noticeable.
The second is a suprathreshold experiment in which subjects ranked im
age blocks according to perceived distortion. The results of these exp
eriments were used to determine the predictive value of a number of co
mputed image distortion metrics. It was found that mean-square-error i
s not a good predictor of distortion thresholds or suprathreshold perc
eived distortion. Some simple pointwise measures were in good agreemen
t with psychophysical data; other more computationally intensive metri
cs involving spatial properties of the human visual system gave mixed
results. It was determined that mean intensity, which is not accounted
for in the JPEG algorithm, plays a significant role in perceived dist
ortion.