Face Swapping on FFHQ
3.61FIDOurs
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OursArchitecture Category=Diffusion-based2025.03 | 3.61 | 97.9 | 99.7 | 3.69 | 0.97 | — | — | — | — | — | — | |
| FaceDancer2026.01 | 3.8 | 89.7 | 96.5 | 2.23 | 0.74 | 51 | — | — | — | — | — | |
| InfoSwapArchitecture Category=GAN-based2025.03 | 4.26 | 92.82 | 97.69 | 3.26 | 1 | — | — | — | — | — | — | |
| VFace2026.02 | 4.29 | 96.2 | 98.4 | 2.9 | 0.86 | — | — | — | — | — | — | |
| CSCS-OLPIPS loss=true, trained_with=APPLE pseudo-triplets2026.01 | 4.55 | 90.4 | 96.4 | 2.12 | 1.3 | 54 | — | — | — | — | — | |
| InfoSwap2026.01 | 5 | 91.4 | 97.5 | 4.33 | 1.4 | 54 | — | — | — | — | — | |
| REFace2026.02 | 5.53 | 95.4 | 98.7 | 3.74 | 1.04 | — | — | — | — | — | — | |
| REFaceArchitecture Category=Diffusion-based2025.03 | 5.62 | 89.1 | 96.1 | 3.75 | 1.04 | — | — | — | — | — | — | |
| DiffSwapArchitecture Category=Diffusion-based2025.03 | 5.8 | 67 | 81.9 | 2.43 | 1.01 | — | — | — | — | — | — | |
| DiffSwapModel Type=Diffusion (3D-aware masked diffusion), Conditioning Signals=ID embedding, 3D geometry, Masked diffusion control2026.04 | 5.8 | — | — | — | — | — | — | — | — | — | — | |
| CSCS-OLPIPS loss=false, trained_with=APPLE pseudo-triplets2026.01 | 5.98 | 90.2 | 97.1 | 2.04 | 1.23 | 52 | — | — | — | — | — | |
| DiffSwap2026.01 | 6.84 | 41.92 | 63.09 | 2.63 | 1.2 | 34 | — | — | — | — | — | |
| REFace2026.01 | 7.22 | 97.6 | 99.4 | 3.67 | 1.08 | 60 | — | — | — | — | — | |
| DiffSwap2026.02 | 8.58 | 78.2 | 93.6 | 2.92 | 1.1 | — | — | — | — | — | — | |
| DiffFace2026.02 | 8.59 | 87.2 | 94.4 | 3.8 | 2.28 | — | — | — | — | — | — | |
| DiffFace2026.01 | 8.59 | 90.7 | 95.9 | 3.67 | 1.24 | 54 | — | — | — | — | — | |
| DiffFaceArchitecture Category=Diffusion-based2025.03 | 8.82 | 91.5 | 97.5 | 3.76 | 1.31 | — | — | — | — | — | — | |
| DiffFaceModel Type=Diffusion (ID-conditional DDPM), Conditioning Signals=ID embedding, Parsing, Gaze2026.04 | 8.82 | — | — | — | — | — | — | — | — | — | — | |
| CSCS2026.01 | 11 | 99 | 99.5 | 3.64 | 1.44 | 65 | — | — | — | — | — | |
| HifiFace2026.02 | 11.58 | 75.3 | 87.1 | 3.28 | 1.41 | — | — | — | — | — | — | |
| CA-IDDModel Type=Diffusion (Multi-scale cross-attention), Conditioning Signals=ID embedding, Parsing, Gaze2026.04 | 11.73 | — | — | — | — | — | — | — | — | 84.2 | 0.152 | |
| HiFiFace2026.01 | 11.81 | 85.4 | 93.4 | 3.2 | 1.34 | 50 | — | — | — | — | — | |
| MegaFS2026.02 | 12 | 59.6 | 74.1 | 3.33 | 1.11 | — | — | — | — | — | — | |
| MegaFSModel Type=GAN (StyleGAN latent editing), Conditioning Signals=ID embedding, StyleGAN latent modulation2026.04 | 12 | — | — | — | — | — | — | — | — | — | — | |
| E4S2026.01 | 12.13 | 78.3 | 87.8 | 4.39 | 1.29 | 49 | — | — | — | — | — | |
| E4SArchitecture Category=GAN-based2025.03 | 12.22 | 77.8 | 87.4 | 4.55 | 1.32 | — | — | — | — | — | — | |
| E4SModel Type=GAN (Expression-aware editing), Conditioning Signals=StyleGAN-based latent modulation2026.04 | 12.22 | — | — | — | — | — | — | — | — | — | — | |
| E4S2026.02 | 12.38 | 70.2 | 82.73 | 4.5 | 1.31 | — | — | — | — | — | — | |
| FaceShifterModel Type=GAN (Two-stage encoder–decoder), Conditioning Signals=ID embedding, Geometry features, occlusion attention2026.04 | 12.5 | — | — | — | — | — | — | — | — | — | — | |
| MegaFS2026.01 | 12.83 | 79.6 | 86.3 | 4.4 | 1.11 | 49 | — | — | — | — | — | |
| FaceAdapter2026.01 | 13.03 | 87 | 93.2 | 5.12 | 1.38 | 52 | — | — | — | — | — | |
| SimSwapArchitecture Category=GAN-based2025.03 | 13.74 | 93.37 | 97.29 | 2.62 | 0.95 | — | — | — | — | — | — | |
| SimswapModel Type=GAN (Feature-injection), Conditioning Signals=ID embedding, Feature injection2026.04 | 13.74 | — | — | — | — | — | — | — | — | — | — | |
| SimSwap2026.02 | 13.8 | 90.6 | 96.4 | 2.98 | 1.07 | — | — | — | — | — | — | |
| SimSwap2026.01 | 18.54 | 94.1 | 99 | 3.11 | 1.73 | 55 | — | — | — | — | — | |
| DiffFace2025.03 | — | — | — | — | — | — | — | 30.6 | 14.3 | — | — | |
| DiffSwap2025.03 | — | — | — | — | — | — | 8.7 | 10.2 | 15.3 | — | — | |
| E4S2025.03 | — | — | — | — | — | — | 36.7 | — | — | — | — | |
| Ours2025.03 | — | — | — | — | — | — | 31.6 | 33.2 | 57.1 | — | — | |
| REFace2025.03 | — | — | — | — | — | — | 10.2 | — | — | — | — | |
| SimSwap2025.03 | — | — | — | — | — | — | — | 13.8 | 6.6 | — | — |