Title :
Perceptual Structure Distortion Ratio: An Image Quality Metric Based on Robust Measures of Complex Phase Order
Author_Institution :
Dept. of Syst. Design Eng., Univ. of Waterloo, Waterloo, ON, Canada
Abstract :
This paper investigates a novel perceptual driven approach to image quality assessment using complex wavelets called PSDR (Perceptual Structure Distortion Ratio). The measure is grounded in the modeling of the human vision system as a frequency-based processing system and that perceptual structural significance can be derived based on the concept of complex phase order. Built upon a robust complex phase order framework for measuring structural significance, preliminary results using test images under different types of distortions show that PSDR can be a promising direction for evaluating the quality of visual media.
Keywords :
image processing; wavelet transforms; PSDR; complex wavelets; frequency-based processing system; human vision system; image quality assessment; image quality metric; perceptual structure distortion ratio; robust complex phase order measure; structural significance measurement; visual media quality evaluation; Humans; Image quality; PSNR; Phase measurement; Transform coding; Wavelet transforms; complex-valued wavelets; image quality assessment; perceptual; structure distortion;
Conference_Titel :
Computer and Robot Vision (CRV), 2012 Ninth Conference on
Conference_Location :
Toronto, ON
Print_ISBN :
978-1-4673-1271-4
DOI :
10.1109/CRV.2012.15