Image Quality Assessment on KADID-10k (Adversarial Robustness)
0.954SROCC (Clean)base BiRQA
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| base BiRQATrain time (min)=1052026.02 | 0.954 | 0.568 | 0.295 | 0.35 | 0.503 | — | — | — | — | |
| AAT-BiRQATrain time (min)=2592026.02 | 0.941 | 0.832 | 0.61 | 0.597 | 0.813 | 0.81 | 0.688 | 0.612 | 0.65 | |
| base TOPIQTrain time (min)=3522026.02 | 0.938 | 0.524 | 0.284 | 0.269 | 0.512 | — | — | — | — | |
| AAT-TOPIQTrain time (min)=5422026.02 | 0.911 | 0.847 | 0.584 | 0.576 | 0.798 | 0.801 | 0.688 | 0.602 | 0.633 | |
| AT-BiRQATrain time (min)=2052026.02 | 0.907 | 0.801 | 0.573 | 0.56 | 0.788 | 0.769 | 0.638 | 0.551 | 0.62 | |
| R-BiRQATrain time (min)=2182026.02 | 0.902 | 0.571 | 0.291 | 0.357 | 0.502 | 0.563 | 0.427 | 0.414 | 0.525 | |
| base LPIPSTrain time (min)=462026.02 | 0.893 | 0.542 | 0.26 | 0.239 | 0.496 | — | — | — | — | |
| AT-TOPIQTrain time (min)=5142026.02 | 0.892 | 0.839 | 0.513 | 0.552 | 0.76 | 0.763 | 0.615 | 0.55 | 0.611 | |
| R-TOPIQTrain time (min)=4372026.02 | 0.879 | 0.533 | 0.305 | 0.314 | 0.509 | 0.572 | 0.431 | 0.456 | 0.52 | |
| AAT-LPIPSTrain time (min)=3392026.02 | 0.86 | 0.751 | 0.578 | 0.532 | 0.796 | 0.788 | 0.649 | 0.58 | 0.628 | |
| R-LPIPSTrain time (min)=1232026.02 | 0.858 | 0.57 | 0.327 | 0.266 | 0.515 | 0.541 | 0.403 | 0.385 | 0.507 | |
| AT-LPIPSTrain time (min)=1012026.02 | 0.852 | 0.73 | 0.523 | 0.481 | 0.753 | 0.722 | 0.596 | 0.51 | 0.613 |