Face retouching on In-the-wild 1,000 internet portraits (test)
11.821NIQEBeautyGRPO
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| BeautyGRPOCategory=Reinforcement Learning Model, Backbone=Flux.K, Adaptation=LoRA, RL Strategy=BeautyGRPO2026.03 | 11.821 | 5.357 | 4.982 | 1.052 | 7.526 | 0.674 | 0.944 | |
| ABPNCategory=Retouch Model2026.03 | 11.979 | 5.005 | 4.651 | 0.997 | 7.019 | 0.603 | 0.968 | |
| NanoBananaCategory=General Editing Model2026.03 | 12.043 | 5.131 | 4.783 | 0.989 | 6.935 | 0.632 | 0.881 | |
| Flux.K w/LoRACategory=General Editing Model, Backbone=Flux.K, Adaptation=LoRA2026.03 | 12.501 | 4.751 | 4.524 | 0.978 | 6.468 | 0.586 | 0.968 | |
| RestoreFormer++Category=Retouch Model2026.03 | 12.624 | 4.713 | 4.386 | 0.959 | 7.307 | 0.594 | 0.89 | |
| RestoreFormerCategory=Retouch Model2026.03 | 12.801 | 4.819 | 4.534 | 0.978 | 7.372 | 0.601 | 0.761 | |
| RetouchFormerCategory=Retouch Model2026.03 | 12.996 | 4.712 | 4.501 | 0.999 | 6.753 | 0.593 | 0.976 | |
| ICEditCategory=General Editing Model2026.03 | 13.016 | 4.175 | 4.371 | 0.967 | 6.61 | 0.567 | 0.949 | |
| Flux.K+LoRA w/FlowGRPOCategory=Reinforcement Learning Model, Backbone=Flux.K, Adaptation=LoRA, RL Strategy=FlowGRPO2026.03 | 13.513 | 4.687 | 4.391 | 0.958 | 5.844 | 0.572 | 0.879 | |
| VRetouchErCategory=Retouch Model2026.03 | 13.605 | 4.658 | 4.308 | 0.957 | 5.635 | 0.565 | 0.974 | |
| SeedDream4.0Category=General Editing Model2026.03 | 16.812 | 4.979 | 4.638 | 0.966 | 6.371 | 0.573 | 0.898 |