| SROCC | PLCC | RMSE | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
LIVE | CSIQ | TID-2013 | Ave | LIVE | CSIQ | TID-2013 | Ave | LIVE | CSIQ | TID-2013 | ||
Grayscale | PSNR | 0.8756 | 0.8058 | 0.6394 | 0.7100 | 0.8723 | 0.7512 | 0.7017 | 0.7395 | 13.3597 | 0.1733 | 12.2420 |
SSIM | 0.9479 | 0.8756 | 0.7417 | 0.8012 | 0.9449 | 0.8613 | 0.7895 | 0.8289 | 8.9455 | 0.1334 | 10.5462 | |
MS-SSIM | 0.9513 | 0.9133 | 0.7859 | 0.8374 | 0.9489 | 0.8991 | 0.8329 | 0.8647 | 8.6188 | 0.1149 | 9.5098 | |
IW-SSIM | 0.9567 | 0.9213 | 0.7779 | 0.8346 | 0.9522 | 0.9144 | 0.8319 | 0.8675 | 8.3472 | 0.1063 | 9.5364 | |
RFSIM | 0.9434 | 0.9291 | 0.7743 | 0.8317 | 0.9386 | 0.9164 | 0.8329 | 0.8662 | 9.4298 | 0.1051 | 9.5089 | |
IFC | 0.9259 | 0.7671 | 0.5390 | 0.6463 | 0.9268 | 0.8366 | 0.7220 | 0.7777 | 10.2641 | 0.1438 | 11.8900 | |
VIF | 0.9636 | 0.9195 | 0.6770 | 0.7703 | 0.9604 | 0.9277 | 0.7720 | 0.8326 | 7.6137 | 0.0980 | 10.9215 | |
FSIM | 0.9634 | 0.9240 | 0.8015 | 0.8515 | 0.9597 | 0.9120 | 0.8589 | 0.8857 | 7.6780 | 0.1077 | 8.8003 | |
GMSD | 0.9603 | 0.9570 | 0.8044 | 0.8590 | 0.9603 | 0.9541 | 0.8590 | 0.8937 | 7.6214 | 0.0786 | 8.7966 | |
\({q}_{m,g}\) | 0.9508 | 0.9193 | 0.7856 | 0.8382 | 0.9466 | 0.9010 | 0.8370 | 0.8673 | 8.8069 | 0.1139 | 9.4030 | |
\({q}_{sd,g}\) | 0.9579 | 0.9494 | 0.8101 | 0.8609 | 0.9534 | 0.9453 | 0.8746 | 0.9010 | 8.2420 | 0.0857 | 8.3324 | |
Color | FSIMc | 0.9645 | 0.9310 | 0.8510 | 0.8849 | 0.9613 | 0.9192 | 0.8769 | 0.8989 | 7.5296 | 0.1034 | 8.2600 |
\({q}_{m,c}\) | 0.9508 | 0.9270 | 0.8370 | 0.8729 | 0.9466 | 0.9088 | 0.8507 | 0.8776 | 8.8100 | 0.1095 | 9.0338 | |
\({q}_{sd,c}\) | 0.9583 | 0.9506 | 0.8407 | 0.8809 | 0.9533 | 0.9467 | 0.8672 | 0.8965 | 8.2487 | 0.0845 | 8.5558 | |
Deep-learning | DISTS-Gray | 0.942 | 0.905 | 0.764 | 0.820 | – | – | – | – | – | – | – |
DISTS-Color | 0.954 | 0.929 | 0.830 | 0.869 | – | – | – | – | – | – | – | |
DeepSim | 0.974 | 0.919 | 0.846 | 0.881 | 0.968 | 0.919 | 0.872 | 0.897 | - | - | - |