This paper presents a study of how human perceive the quality of geometrically distorted images by presenting the design and analysis of a subjective-test experiment. The results of this experiment is then used to evaluate the performance HPQM (Homogeneity-based Perceptual Quality Measurement) method presented in the first paper of this series.