PANG Quan, PANG Quan WANG Zhenhua GENG Lisuo FAN Yingle, PANG Quan WANG Zhenhua GENG Lisuo FAN Yingle, PANG Quan WANG Zhenhua GENG Lisuo FAN Yingle. A Criterion of Objectively Assessing Image Quality Based on Fractal Dimension[J]. Journal of Image and Graphics, 2009, 14(4): 657. DOI: 10.11834/jig.20090414.
A Criterion of Objectively Assessing Image Quality Based on Fractal Dimension
It is very urgent to build an evaluation criterion in image compression
enhancement
restoration and analysis fields.In this paper
fractal dimension is utilized to be an image quality assessment index and describe image luminance and texture characteristics from non-linear aspects.Lacunarity changes can also describe image quality.Therefore fractal dimension difference and lacunarity difference are integrated into one single mathematics model by linear regression analysis.Experiment results show that against traditional model such as PSNR
SSIM and so on
the proposed approach can not only assess different distortion types
same distortion type with different distortion levers accurately
but also has stronger correlation with MOS
more agreement with the perceptual of human beings
and can assess image quality accurately and effectively.