Research Article
Hierarchical Feature Extraction Assisted with Visual Saliency for Image Quality Assessment
Table 4
Performance comparison on TID databases.
| ā | ā | SSIM | | VIF | MAD | VSI | GMSD | IFS | MCSD | LCSIM | GLD | LLM | Our |
| TID2008 | PLCC | 0.7732 | 0.8929 | 0.8084 | 0.8306 | 0.8762 | 0.8651 | 0.8810 | 0.8844 | 0.8965 | 0.8909 | 0.8971 | 0.9086 | SROCC | 0.7749 | 0.8941 | 0.7491 | 0.8340 | 0.8979 | 0.8750 | 0.8903 | 0.8911 | 0.8892 | 0.8849 | 0.9077 | 0.9053 | KROCC | 0.5768 | 0.7133 | 0.5860 | 0.6445 | 0.7123 | 0.6880 | 0.7009 | 0.7133 | 0.7053 | 0.7030 | 0.7368 | 0.7391 | RMSE | 0.8511 | 0.5997 | 0.7899 | 0.7468 | 0.6466 | 0.6737 | 0.6349 | 0.6263 | 0.5945 | 0.6099 | 0.5982 | 0.5580 |
| TID2013 | PLCC | 0.7895 | NA | 0.7720 | 0.8267 | 0.9000 | 0.8542 | 0.8791 | 0.8589 | 0.8651 | NA | 0.9068 | 0.9080 | SROCC | 0.7417 | NA | 0.6769 | 0.7807 | 0.8965 | 0.8045 | 0.8697 | 0.8015 | 0.8086 | NA | 0.9037 | 0.9022 | KROCC | 0.5588 | NA | 0.5147 | 0.6035 | 0.7183 | 0.6331 | 0.6785 | 0.6385 | 0.6292 | NA | 0.7209 | 0.7359 | RMSE | 0.7608 | NA | 0.7880 | 0.6975 | 0.5404 | 0.6444 | 0.5909 | 0.6349 | 0.6218 | NA | 0.5277 | 0.5182 |
|
|