Face Image Quality Assessment on SFIQA-Bench (test)
0.9311Noise SRCCDSL-FIQA
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DSL-FIQAParams (M)=252.69, GMACs=2427.2, Latency (ms)=518.92026.02 | 0.9311 | 0.9532 | 0.9422 | 0.9519 | 0.936 | 0.9517 | 0.9417 | 0.9557 | 0.9274 | 0.9472 | 0.9411 | 0.9585 | |
| SFIQA-Assessor-SParams (M)=17.76, GMACs=3.75, Latency (ms)=10.592026.02 | 0.9254 | 0.9522 | 0.9386 | 0.9485 | 0.9376 | 0.9525 | 0.929 | 0.9522 | 0.9218 | 0.9465 | 0.9379 | 0.9538 | |
| StairIQAParams (M)=30.49, GMACs=10.43, Latency (ms)=31.022026.02 | 0.9224 | 0.9437 | 0.9335 | 0.9426 | 0.9174 | 0.9391 | 0.9237 | 0.9431 | 0.9168 | 0.9442 | 0.9286 | 0.9472 | |
| SFIQA-Assessor-XSParams (M)=8.26, GMACs=2.05, Latency (ms)=9.342026.02 | 0.9178 | 0.948 | 0.9343 | 0.9454 | 0.9324 | 0.9446 | 0.9192 | 0.9488 | 0.9177 | 0.9471 | 0.9344 | 0.9519 | |
| LIQEParams (M)=151.28, GMACs=1506.88, Latency (ms)=296.12026.02 | 0.9162 | 0.943 | 0.9331 | 0.9447 | 0.927 | 0.9473 | 0.932 | 0.9502 | 0.9148 | 0.9385 | 0.929 | 0.9463 | |
| SFIQA-Assessor-XXSParams (M)=5.28, GMACs=1.39, Latency (ms)=8.262026.02 | 0.9142 | 0.9453 | 0.9294 | 0.9417 | 0.9319 | 0.9438 | 0.92 | 0.9488 | 0.916 | 0.9473 | 0.931 | 0.9499 | |
| TOPIQParams (M)=45.2, GMACs=20.88, Latency (ms)=22.742026.02 | 0.8874 | 0.9168 | 0.887 | 0.905 | 0.8787 | 0.9302 | 0.8927 | 0.9226 | 0.8481 | 0.8893 | 0.8768 | 0.9148 | |
| MUSIQParams (M)=78.59, GMACs=115.37, Latency (ms)=72.092026.02 | 0.8828 | 0.9114 | 0.9076 | 0.92 | 0.7638 | 0.7719 | 0.8487 | 0.883 | 0.8731 | 0.8975 | 0.9035 | 0.9201 | |
| IFQAParams (M)=105.17, GMACs=26.58, Latency (ms)=28.372026.02 | 0.8626 | 0.8869 | 0.8849 | 0.9017 | 0.8776 | 0.9012 | 0.8724 | 0.8961 | 0.8812 | 0.9079 | 0.8928 | 0.9273 | |
| TReSParams (M)=152.45, GMACs=500.04, Latency (ms)=158.672026.02 | 0.8482 | 0.8919 | 0.868 | 0.8805 | 0.8411 | 0.8794 | 0.8486 | 0.8699 | 0.8374 | 0.8801 | 0.8481 | 0.8796 | |
| DN-PIQAParams (M)=173.69, GMACs=89.32, Latency (ms)=80.282026.02 | 0.8424 | 0.8895 | 0.8745 | 0.8885 | 0.875 | 0.9088 | 0.9059 | 0.9208 | 0.8514 | 0.8915 | 0.8846 | 0.9071 | |
| MANIQAParams (M)=135.75, GMACs=2580.2, Latency (ms)=402.032026.02 | 0.8058 | 0.8947 | 0.8451 | 0.8766 | 0.862 | 0.9137 | 0.842 | 0.8872 | 0.7937 | 0.8591 | 0.8491 | 0.9029 | |
| HyperIQAParams (M)=27.38, GMACs=107.83, Latency (ms)=26.412026.02 | 0.7765 | 0.8556 | 0.8011 | 0.8372 | 0.7831 | 0.8553 | 0.7903 | 0.8497 | 0.7522 | 0.846 | 0.7679 | 0.8434 | |
| BRISQUE2026.02 | 0.7553 | 0.8442 | 0.7506 | 0.7813 | 0.7041 | 0.7942 | 0.7075 | 0.7699 | 0.7147 | 0.7913 | 0.733 | 0.7895 | |
| CLIPIQAParams (M)=152.45, GMACs=35.25, Latency (ms)=20.822026.02 | 0.6591 | 0.6828 | 0.6401 | 0.5817 | 0.6828 | 0.7031 | 0.694 | 0.7093 | 0.6432 | 0.5392 | 0.6413 | 0.591 | |
| SDD-FIQAParams (M)=30.78, GMACs=6.31, Latency (ms)=24.872026.02 | 0.5872 | 0.6109 | 0.5996 | 0.6369 | 0.5891 | 0.6206 | 0.6102 | 0.6358 | 0.6218 | 0.6473 | 0.5905 | 0.6259 | |
| SER-FIQParams (M)=43.72, GMACs=6.35, Latency (ms)=29.152026.02 | 0.5058 | 0.5445 | 0.4408 | 0.4748 | 0.5258 | 0.5505 | 0.4985 | 0.5304 | 0.4912 | 0.5189 | 0.4697 | 0.5055 | |
| NIQE2026.02 | 0.0242 | 0.1547 | 0.0067 | 0.0704 | 0.0168 | 0.1273 | 0.0192 | 0.1115 | 0.017 | 0.1118 | 0.015 | 0.102 |