Skip to main content

Posts

Showing posts with the label Image Quality Assessment

Image Quality Assessment Index VSI: A Visual Saliency-Induced Index MATLAB Code (VSI.m)

For Full Article Refer  http://ieeexplore.ieee.org/abstract/document/6873260/ Perceptual image quality assessment (IQA) aims to use computational models to measure the image quality in consistent with subjective evaluations. Visual saliency (VS) has been widely studied by psychologists, neurobiologists, and computer scientists during the last decade to investigate, which areas of an image will attract the most attention of the human visual system. Intuitively, VS is closely related to IQA in that suprathreshold distortions can largely affect VS maps of images. With this consideration, we propose a simple but very effective full reference IQA method using VS. In our proposed IQA model, the role of VS is twofold. First, VS is used as a feature when computing the local quality map of the distorted image. Second, when pooling the quality score, VS is employed as a weighting function to reflect the importance of a local region. The proposed IQA index is called visual saliency-based...

IW-SSIM / IW-PSNR / IW-MSE with matlabPyrTools - Matlab Code

Reference: https://ece.uwaterloo.ca/~z70wang/publications/IWSSIM.pdf Code: https://ece.uwaterloo.ca/~z70wang/research/iwssim/iwssim_iwpsnr.zip Without matlabPyrTools the following error will be displayed: Undefined function ' buildLpyr ' for input arguments of type 'double'. Error in iwssim (line 85) [pyro,pind]= buildLpyr(double(oimg),Nsc); In order to run this code in MATLAB, it requires matlabPyrTools and the download link is provided below https://github.com/LabForComputationalVision/matlabPyrTools Source Website:   http://www.cns.nyu.edu/~eero/software.php unzip the folder.. >>   addpath('C:\Program Files\MATLAB\R2013a\matlabPyrTools-master') Note: Kept the folder inside the matlab installation folder