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Blemish-Aware and Progressive Face Retouching With Limited Paired Data

CVPR 2023 · Image generation › Editing and style transfer · approach: Identity-preserving face manipulation · 7 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Use the two-stage progressive framework with blemish-aware attentionBPFRe · FFHQR AllPSNR: 44.35 -> 45.29Helped
Use the two-stage progressive framework with blemish-aware attentionBPFRe · FFHQR HardPSNR: 38.67 -> 38.98Helped
Add the encoder-decoder stage and AE2D (ablation)BPFRe · FFHQRPSNR: 40.70 -> 45.29Helped
Add the generator stage and AD2G (ablation)BPFRe · FFHQRPSNR: 43.80 -> 45.29Helped
Add both blemish-aware attention modules (ablation)BPFRe · FFHQRPSNR: 44.38 -> 45.29Helped
Add both blemish-aware attention modules (ablation)BPFRe · FFHQRLPIPS: 0.0101 -> 0.0092Helped

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