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Region-Aware Face Swapping

CVPR 2022 · Image generation › Editing and style transfer · approach: Identity-preserving face manipulation · 52 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Use RAFSwap instead of MegaFSFace swapping · FaceForensics++ID Ret.: 90.83 -> 96.70Helped
Use RAFSwap instead of MegaFSFace swapping · CelebA-HQFID: 18.81 -> 13.25Helped
Use RAFSwap instead of MegaFSFace swapping · CelebA-HQExp.: 3.13 -> 3.15Hurt
Replace AdaIN fusion with FRA and SFA (ablation)RAFSwap feature fusion · FaceForensics++ID Ret.: 92.48 -> 96.69Helped
Add SFA to FRA (ablation)RAFSwap · FaceForensics++ID Ret.: 96.63 -> 96.69Helped
Add FRA to SFA (ablation)RAFSwap · FaceForensics++ID Ret.: 93.68 -> 96.69Helped
Add FMP soft mask (ablation)RAFSwap with FRA and SFA · FaceForensics++ID Ret.: 96.69 -> 96.70Helped
Replace Transformer with Nonlocal layer (ablation)RAFSwap · FaceForensics++ID Ret.: 96.70 -> 96.50Hurt
Increase Transformer depth from one to two layers (ablation)RAFSwap · FaceForensics++ID Ret.: 96.70 -> 96.71No clear effect
Increase Transformer depth from one to three layers (ablation)RAFSwap · FaceForensics++ID Ret.: 96.70 -> 96.73No clear effect
Use a soft predicted mask instead of no mask (ablation)RAFSwap · FaceForensics++ID Ret.: 96.69 -> 96.70Helped

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