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Face retouching on In-the-wild 1,000 internet portraits (test)

11.821NIQEBeautyGRPO
11.6213612.9689314.316515.66407Mar 1, 2026

Evaluation results

MethodLinks
BeautyGRPOCategory=Reinforcement Learning Model, Backbone=Flux.K, Adaptation=LoRA, RL Strategy=BeautyGRPO2026.0311.8215.3574.9821.0527.5260.6740.944
ABPNCategory=Retouch Model2026.0311.9795.0054.6510.9977.0190.6030.968
NanoBananaCategory=General Editing Model2026.0312.0435.1314.7830.9896.9350.6320.881
Flux.K w/LoRACategory=General Editing Model, Backbone=Flux.K, Adaptation=LoRA2026.0312.5014.7514.5240.9786.4680.5860.968
RestoreFormer++Category=Retouch Model2026.0312.6244.7134.3860.9597.3070.5940.89
RestoreFormerCategory=Retouch Model2026.0312.8014.8194.5340.9787.3720.6010.761
RetouchFormerCategory=Retouch Model2026.0312.9964.7124.5010.9996.7530.5930.976
ICEditCategory=General Editing Model2026.0313.0164.1754.3710.9676.610.5670.949
Flux.K+LoRA w/FlowGRPOCategory=Reinforcement Learning Model, Backbone=Flux.K, Adaptation=LoRA, RL Strategy=FlowGRPO2026.0313.5134.6874.3910.9585.8440.5720.879
VRetouchErCategory=Retouch Model2026.0313.6054.6584.3080.9575.6350.5650.974
SeedDream4.0Category=General Editing Model2026.0316.8124.9794.6380.9666.3710.5730.898