Research Article
Total Variation Based Perceptual Image Quality Assessment Modeling
Table 1
Performance comparisons of eight IQA metrics on four publicly available image databases.
| Metric | CC | SRCC | KRCC |
| Cornell-A57 database (54 images) [6, 7] | PSNR | 0.6346 | 0.6189 | 0.4309 | SSIM [1] | 0.7531 | 0.8066 | 0.6058 | TVPIQA | 0.8797 | 0.8328 | 0.6510 | IW-PSNR [4] | 0.8752 | 0.8759 | 0.6967 | IW-SSIM [4] | 0.8918 | 0.8709 | 0.6842 | MS-SSIM [14] | 0.8396 | 0.8414 | 0.6478 | VSNR [7] | 0.9147 | 0.9355 | 0.8031 | VIF [5] | 0.6141 | 0.6223 | 0.4589 |
| IVC database (185 images) [8, 9] | PSNR | 0.6705 | 0.6884 | 0.5218 | SSIM [1] | 0.8092 | 0.9018 | 0.7223 | TVPIQA | 0.8551 | 0.9043 | 0.7242 | IW-PSNR [4] | 0.8900 | 0.8998 | 0.7165 | IW-SSIM [4] | 0.7943 | 0.9125 | 0.7339 | MS-SSIM [14] | 0.7854 | 0.8980 | 0.7203 | VSNR [7] | 0.7824 | 0.7993 | 0.6053 | VIF [5] | 0.8800 | 0.8964 | 0.7158 |
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TID2008 database without contrast distortion (1600 images) [10, 11] | PSNR | 0.5599 | 0.5974 | 0.4394 | SSIM [1] | 0.7519 | 0.7912 | 0.5912 | TVPIQA | 0.8592 | 0.8772 | 0.6869 | IW-PSNR [4] | 0.6353 | 0.7855 | 0.6074 | IW-SSIM [4] | 0.8217 | 0.8748 | 0.6868 | MS-SSIM [14] | 0.8031 | 0.8742 | 0.6798 | VSNR [7] | 0.3238 | 0.7992 | 0.6096 | VIF [5] | 0.7622 | 0.7383 | 0.5777 |
| TID2008 database with only contrast distortion (100 images) [10, 11] | PSNR | 0.5770 | 0.5830 | 0.4178 | SSIM [1] | 0.5061 | 0.5204 | 0.3891 | TVPIQA | 0.6210 | 0.6054 | 0.4421 | IW-PSNR [4] | 0.5691 | 0.5627 | 0.4000 | IW-SSIM [4] | 0.7605 | 0.6251 | 0.4675 | MS-SSIM [14] | 0.7556 | 0.6379 | 0.4793 | VSNR [7] | 0.4048 | 0.4090 | 0.2686 | VIF [5] | 0.8706 | 0.8094 | 0.5678 |
| CSIQ database without contrast distortion (750 images) [12, 13] | PSNR | 0.8544 | 0.9061 | 0.7237 | SSIM [1] | 0.8475 | 0.9247 | 0.7534 | TVPIQA | 0.9040 | 0.9583 | 0.8170 | IW-PSNR [4] | 0.9267 | 0.9523 | 0.8069 | IW-SSIM [4] | 0.8292 | 0.9544 | 0.8096 | MS-SSIM [14] | 0.8481 | 0.9506 | 0.7984 | VSNR [7] | 0.8471 | 0.9266 | 0.7575 | VIF [5] | 0.9137 | 0.9181 | 0.7561 |
| CSIQ database with only contrast distortion (116 images) [12, 13] | PSNR | 0.8887 | 0.8621 | 0.6449 | SSIM [1] | 0.7666 | 0.7922 | 0.5779 | TVPIQA | 0.9491 | 0.9543 | 0.8162 | IW-PSNR [4] | 0.9125 | 0.9230 | 0.7508 | IW-SSIM [4] | 0.9098 | 0.9539 | 0.8168 | MS-SSIM [14] | 0.9003 | 0.9526 | 0.8123 | VSNR [7] | 0.8680 | 0.8795 | 0.7022 | VIF [5] | 0.9336 | 0.9404 | 0.7901 |
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