Face Image Quality Assessment on GFIQA-20k (test)
0.974SRCCDSL-FIQA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DSL-FIQAMethod Type=GFIQA2024.06 | 0.974 | 0.9745 | — | |
| StyleGAN-IQAMethod Type=GFIQA2024.06 | 0.9684 | 0.9673 | — | |
| VCRNetMethod Type=generic IQA2024.06 | 0.9679 | 0.9672 | — | |
| HyperIQAMethod Type=generic IQA2024.06 | 0.9674 | 0.9664 | — | |
| Proposed GFIQA ModelK=12, Batch size=16, Optimizer=Adam, Backbone=StyleGAN2 encoder, Evaluation=Median of 10 runs2022.07 | 0.9643 | 0.9652 | 0.0486 | |
| TResType=Transformer-based, Evaluation=Median of 10 runs2022.07 | 0.9632 | 0.9638 | 0.0498 | |
| MUSIQType=Transformer-based, Evaluation=Median of 10 runs2022.07 | 0.963 | 0.9637 | 0.0503 | |
| TRIQMethod Type=generic IQA2024.06 | 0.963 | 0.9631 | — | |
| ResNet50Pretrained on=ImageNet, Training=Fine-tuned on GFIQA-20k2022.07 | 0.9629 | 0.9635 | 0.0504 | |
| HyperIQAType=CNN-based, Evaluation=Median of 10 runs2022.07 | 0.9627 | 0.9635 | 0.0505 | |
| DBCNNType=CNN-based, Evaluation=Median of 10 runs2022.07 | 0.9609 | 0.9611 | 0.052 | |
| MANIQAMethod Type=generic IQA2024.06 | 0.9604 | 0.9614 | — | |
| IFQAMethod Type=GFIQA2024.06 | 0.9603 | 0.9601 | — | |
| CR-FIQAMethod Type=BFIQA2024.06 | 0.9598 | 0.9593 | — | |
| LIQEMethod Type=generic IQA2024.06 | 0.9571 | 0.9341 | — | |
| TRESMethod Type=generic IQA2024.06 | 0.9552 | 0.9512 | — | |
| MetaIQAMethod Type=generic IQA2024.06 | 0.9532 | 0.9542 | — | |
| MegaFaceMethod Type=BFIQA2024.06 | 0.9531 | 0.9523 | — | |
| UNIQUEMethod Type=generic IQA2024.06 | 0.9528 | 0.9413 | — | |
| Koncept512Method Type=generic IQA2024.06 | 0.9523 | 0.9518 | — | |
| Koncept512Pretrained on=KonIQ-10k, Training=Fine-tuned on GFIQA-20k2022.07 | 0.952 | 0.9512 | 0.0572 | |
| PQRType=CNN-based, Evaluation=Median of 10 runs2022.07 | 0.9519 | 0.9534 | 0.0551 | |
| MUSIQMethod Type=generic IQA2024.06 | 0.9518 | 0.9503 | — | |
| ArcFaceMethod Type=BFIQA2024.06 | 0.951 | 0.9508 | — | |
| ArcFacePretrained on=MS1M, Training=Fine-tuned on GFIQA-20k2022.07 | 0.9505 | 0.9503 | 0.0588 | |
| CONTRIQUEMethod Type=generic IQA2024.06 | 0.9466 | 0.9458 | — | |
| ReIQAMethod Type=generic IQA2024.06 | 0.9446 | 0.9437 | — | |
| GraphIQAMethod Type=generic IQA2024.06 | 0.9436 | 0.9434 | — | |
| HOSAType=Traditional IQA2022.07 | 0.8861 | 0.8997 | 0.0945 | |
| CORNIAType=Traditional IQA2022.07 | 0.8547 | 0.8616 | 0.1001 | |
| BRISQUEType=Traditional IQA2022.07 | 0.7824 | 0.8055 | 0.1793 |