Database | Distortion type | PSNR | SSIM (2004) | MS-SSIM (2003) | IFC (2005) | VIF (2006) | FSIM (2011) | GMSD (2014) | DASM (2017) | SSRM (2018) | Proposed |
---|---|---|---|---|---|---|---|---|---|---|---|
TID2013 | |||||||||||
Awgn | 0.9291 | 0.8671 | 0.8646 | 0.6612 | 0.8994 | 0.8973 | 0.8545 | 0.9293 | |||
Awgn-color | 0.7726 | 0.7730 | 0.5352 | 0.8299 | 0.8208 | 08612 | 0.7757 | 0.8463 | |||
Spatial-correlated | 0.9197 | 0.8515 | 0.8544 | 0.6601 | 0.8835 | 0.8750 | 0.8392 | 0.9178 | |||
Mask-noise | 0.7767 | 0.8073 | 0.6932 | 0.7944 | 0.7085 | 0.8019 | 0.8184 | 0.8068 | |||
HF-noise | 0.9140 | 0.8634 | 0.8604 | 0.7406 | 0.8972 | 0.8984 | 0.8754 | 0.9069 | |||
Impulse-noise | 0.7503 | 0.7629 | 0.6408 | 0.8537 | 0.8072 | 0.7633 | 0.7872 | 0.8336 | |||
Quantization-noise | 0.8801 | 0.8657 | 0.8706 | 0.6282 | 0.7854 | 0.8719 | 0.8496 | 0.8629 | |||
GB | 0.9155 | 0.9668 | 0.9673 | 0.8907 | 0.9650 | 0.9551 | 0.9114 | 0.9546 | |||
Denoising | 0.9481 | 0.9254 | 0.9268 | 0.7779 | 0.8911 | 0.9302 | 0.9288 | 0.9361 | |||
JPEG | 0.9189 | 0.9200 | 0.9265 | 0.8357 | 0.9192 | 0.9324 | 0.9473 | 0.9287 | |||
JP2K | 0.8840 | 0.9468 | 0.9504 | 0.9078 | 0.9516 | 0.9577 | 0.9620 | 0.9562 | |||
JPEG-trans-error | 0.7682 | 0.8493 | 0.8475 | 0.7425 | 0.8409 | 0.8464 | 0.8401 | 0.8369 | |||
JP2K-trans-error | 0.8886 | 0.8828 | 0.8889 | 0.7769 | 0.8761 | 0.8913 | 0.8966 | 0.8765 | |||
Pattern-noise | 0.6864 | 0.7821 | 0.7968 | 0.5737 | 0.7720 | 0.7917 | 0.8138 | 0.7745 | 0.7632 | ||
Block-distortion | 0.1552 | 0.5720 | 0.4801 | 0.2414 | 0.5306 | 0.5489 | 0.6338 | 0.3186 | |||
Mean-shift | 0.7671 | 0.5522 | 0.6276 | 0.7531 | 0.7356 | 0.6127 | 0.6919 | 0.6143 | |||
Contrast change | 0.4416 | 0.3775 | 0.4634 | -0.1798 | 0.4686 | 0.3253 | 0.3498 | 0.4519 | |||
Saturation change | -0.4141 | -0.4099 | -0.4029 | -0.3099 | -0.2748 | -0.1907 | -0.2513 | -0.2602 | |||
Multiple-noise | 0.7803 | 0.7786 | 0.61423 | 0.8468 | 0.8469 | 0.8814 | 0.8067 | 0.8698 | |||
Comfort-noise | 0.8410 | 0.8566 | 0.8528 | 0.81620 | 0.8946 | 0.9121 | 0.8921 | 0.9112 | |||
Noisy-compression | 0.9144 | 0.9057 | 0.9068 | 0.8180 | 0.9204 | 0.9402 | 0.9164 | 0.9367 | |||
Color quantization | 0.8542 | 0.8555 | 0.6006 | 0.8414 | 0.8760 | 0.9098 | 0.8546 | 0.8952 | |||
Chromatic abbr. | 0.8775 | 0.8784 | 0.8210 | 0.8848 | 0.8715 | 0.8517 | 0.8693 | 0.8844 | |||
Sparse sample | 0.9044 | 0.9461 | 0.9483 | 0.8885 | 0.9353 | 0.9565 | 0.9541 | 0.9601 |
Database | criteria | PSNR | SSIM (2004) | MS-SSIM (2003) | IFC (2005) | VIF (2006) | FSIM (2011) | GMSD (2014) | DASM (2017) | SSRM (2018) | Proposed |
---|---|---|---|---|---|---|---|---|---|---|---|
SROCC | 0.6396 | 0.7417 | 0.7859 | 0.5389 | 0.6769 | 0.8015 | 0.8025 | 0.7500 | 0.8105 | ||
TID2013 | KROCC | 0.4698 | 0.5588 | 0.6047 | 0.3939 | 0.5147 | 0.6289 | 0.6321 | 0.5718 | 0.6387 | |
PLCC | 0.7017 | 0.7895 | 0.8329 | 0.5538 | 0.7720 | 0.8542 | 0.8574 | 0.8078 | 0.8601 | ||
RMSE | 0.8832 | 0.7608 | 0.6861 | 1.0322 | 0.7880 | 0.6444 | 0.6547 | 0.7307 | 0.6324 | ||
SROCC | 0.5531 | 0.7749 | 0.8542 | 0.5675 | 0.7491 | 0.8805 | - | 0.8332 | 0.8913 | ||
TID2008 | KROCC | 0.4027 | 0.5768 | 0.6568 | 0.4236 | 0.5860 | 0.6946 | - | 0.6535 | 0.7042 | |
PLCC | 0.5734 | 0.7732 | 0.8451 | 0.7340 | 0.8090 | 0.8738 | - | 0.8379 | 0.8745 | ||
RMSE | 1.0994 | 0.8511 | 0.7173 | 0.9113 | 0.7888 | 0.6525 | - | 0.7324 | 0.6458 | ||
SROCC | 0.8756 | 0.9479 | 0.9513 | 0.9259 | 0.9546 | 0.9601 | 0.9608 | 0.9531 | |||
LIVE | KROCC | 0.6865 | 0.7963 | 0.8045 | 0.7579 | 0.8282 | 0.8237 | 0.8218 | 0.8211 | ||
PLCC | 0.8721 | 0.9449 | 0.9430 | 0.9248 | 0.9597 | 0.9515 | 0.9571 | 0.9379 | |||
RMSE | 13.368 | 8.9455 | 9.0956 | 10.392 | 7.6734 | 7.6780 | 7.7716 | 8.0188 | |||
SROCC | 0.8058 | 0.8756 | 0.9133 | 0.7671 | 0.9195 | 0.9242 | 0.9369 | 0.9251 | |||
CSIQ | KROCC | 0.6084 | 0.6907 | 0.7393 | 0.5897 | 0.7537 | 0.7567 | 0.7791 | 0.7575 | ||
PLCC | 0.8001 | 0.8613 | 0.8998 | 0.8381 | 0.9277 | 0.9120 | 0.9097 | 0.9055 | |||
RMSE | 0.1575 | 0.1334 | 0.1145 | 0.1432 | 0.0980 | 0.1077 | 0.1138 | 0.1114 | |||
SROCC | 0.6884 | 0.9018 | 0.8980 | 0.8993 | 0.8964 | 0.8789 | 0.8966 | 0.9047 | |||
IVC | KROCC | 0.5218 | 0.7223 | 0.7203 | 0.7202 | 0.7158 | 0.6882 | 0.7179 | 0.7310 | ||
PLCC | 0.7199 | 0.9119 | 0.8934 | 0.9080 | 0.9028 | 0.8549 | 0.9190 | 0.9132 | |||
RMSE | 0.8456 | 0.4999 | 0.5474 | 0.5105 | 0.5239 | 0.6320 | 0.5220 | 0.4965 | |||
SROCC | 0.6189 | 0.8066 | 0.8394 | 0.3185 | 0.6223 | 0.9103 | 0.8527 | 0.9062 | |||
A57 | KROCC | 0.4309 | 0.6058 | 0.6478 | 0.2378 | 0.4589 | 0.7513 | 0.6604 | 0.7289 | ||
PLCC | 0.6587 | 0.8017 | 0.8504 | 0.4548 | 0.6158 | 0.9085 | 0.8528 | 0.8530 | |||
RMSE | 0.1849 | 0.1469 | 0.1293 | 0.2189 | 0.1936 | 0.0933 | 01027 | 0.1283 |