Face Retouching on FFHQR 1,000 portraits (test)
10.831NIQEBeautyGRPO
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| BeautyGRPOCategory=Reinforcement Learning Model, Backbone=Flux.K, Adaptation=LoRA, RL Strategy=BeautyGRPO2026.03 | 10.831 | 5.123 | 4.906 | 1.079 | 8.401 | 0.676 | 4.054 | 0.952 | |
| ABPNCategory=Retouch Model2026.03 | 11.152 | 4.861 | 4.599 | 1.027 | 8.219 | 0.611 | 4.713 | 0.971 | |
| RetouchFormerCategory=Retouch Model2026.03 | 11.153 | 4.723 | 4.465 | 1.036 | 8.175 | 0.605 | 2.275 | 0.986 | |
| NanoBananaCategory=General Editing Model2026.03 | 11.301 | 4.919 | 4.681 | 1.009 | 8.065 | 0.621 | 6.804 | 0.889 | |
| RestoreFormer++Category=Retouch Model2026.03 | 12.144 | 4.618 | 4.273 | 0.935 | 7.415 | 0.572 | 15.311 | 0.907 | |
| RestoreFormerCategory=Retouch Model2026.03 | 12.281 | 4.712 | 4.361 | 0.958 | 7.411 | 0.587 | 15.898 | 0.799 | |
| ICEditCategory=General Editing Model2026.03 | 12.502 | 4.645 | 4.192 | 0.978 | 7.424 | 0.555 | 2.818 | 0.967 | |
| Flux.K w/LoRACategory=General Editing Model, Backbone=Flux.K, Adaptation=LoRA2026.03 | 12.913 | 4.694 | 4.459 | 1.035 | 8.009 | 0.601 | 1.735 | 0.973 | |
| VRetouchErCategory=Retouch Model2026.03 | 12.948 | 4.586 | 4.169 | 0.962 | 6.167 | 0.551 | 2.229 | 0.978 | |
| Flux.K+LoRA w/FlowGRPOCategory=Reinforcement Learning Model, Backbone=Flux.K, Adaptation=LoRA, RL Strategy=FlowGRPO2026.03 | 15.024 | 4.573 | 4.271 | 0.935 | 7.132 | 0.571 | 15.657 | 0.882 | |
| SeedDream4.0Category=General Editing Model2026.03 | 15.033 | 4.804 | 4.503 | 0.993 | 7.538 | 0.571 | 12.314 | 0.893 |