Efficient Calibration of Single Opinion Scores for Accurate Image Quality Assessment

The proposed perceptual constancy constrained calibration (PC3) method can efficiently estimate the mean opinion score (MOS) from a single opinion score (SOS), significantly reducing the cost of MOS collection while improving the performance of image quality assessment (IQA) models.