Head Avatar Reconstruction on INSTA dataset (test)
33.89PSNR (bala)RGBAvatar
Evaluation Results
| Method | Links | |||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RGBAvatar2025.03 | 33.89 | 32.93 | 32.99 | 29.54 | 27.72 | 28.87 | 30.79 | 32.77 | 0.9549 | 0.972 | 0.9721 | 0.9522 | 0.9388 | 0.9481 | 0.9474 | 0.9665 | 0.0663 | 0.0408 | 0.0518 | 0.0586 | 0.1249 | 0.1098 | 0.0865 | 0.0507 | — | — | — | |
| Gaussian BlendShapes2025.03 | 33.21 | 32.69 | 32.73 | 28.38 | 26.49 | 27.99 | 28.58 | 32.76 | 0.9455 | 0.9658 | 0.9672 | 0.9455 | 0.927 | 0.9474 | 0.9352 | 0.964 | 0.0833 | 0.0537 | 0.0647 | 0.0722 | 0.1477 | 0.121 | 0.0992 | 0.0589 | — | — | — | |
| RGBAvataradaptation strategy=online2025.03 | 32.94 | 32.6 | 32.79 | 29.27 | 27.28 | 28.89 | 30.46 | 32.65 | 0.9509 | 0.9699 | 0.9705 | 0.9502 | 0.9333 | 0.9464 | 0.943 | 0.9655 | 0.0666 | 0.043 | 0.0534 | 0.0609 | 0.1315 | 0.1135 | 0.0906 | 0.0529 | — | — | — | |
| RGBAvatarloss function=w/ LPIPS2025.03 | 32.75 | 32.8 | 33.16 | 29.22 | 27.57 | 28.81 | 30.74 | 33.15 | 0.9498 | 0.9713 | 0.9715 | 0.9501 | 0.9361 | 0.9472 | 0.9458 | 0.966 | 0.043 | 0.033 | 0.0428 | 0.0434 | 0.0991 | 0.0919 | 0.0695 | 0.0323 | — | — | — | |
| FlashAvatar2025.03 | 31.98 | 23.76 | 31.5 | 28.41 | 23.19 | 26.89 | 26.97 | 31.6 | 0.9154 | 0.867 | 0.9481 | 0.929 | 0.8962 | 0.9259 | 0.9069 | 0.946 | 0.0853 | 0.1518 | 0.0745 | 0.0687 | 0.162 | 0.1124 | 0.1189 | 0.0628 | — | — | — | |
| GaussianAvatars2025.03 | 31.58 | 31.2 | 31.8 | 27.6 | 25.93 | 27.55 | 28.04 | 32.1 | 0.9457 | 0.9593 | 0.9657 | 0.9424 | 0.9281 | 0.9422 | 0.9333 | 0.9622 | 0.0699 | 0.0538 | 0.0605 | 0.0701 | 0.1389 | 0.1153 | 0.0941 | 0.0533 | — | — | — | |
| Splatting Avatar2025.03 | 30.99 | 31.24 | 31.9 | 28.08 | 25.65 | 27.52 | 27.8 | 31.48 | 0.9222 | 0.9561 | 0.9606 | 0.9344 | 0.9085 | 0.9285 | 0.9179 | 0.9505 | 0.116 | 0.0599 | 0.0688 | 0.0841 | 0.1654 | 0.1333 | 0.1216 | 0.0773 | — | — | — | |
| MonoGaussianAvatar2025.03 | 28.71 | 32.56 | 32.13 | 26.37 | 23.64 | 28.48 | 31 | 31.29 | 0.9315 | 0.9681 | 0.9667 | 0.9417 | 0.9232 | 0.9416 | 0.9458 | 0.9513 | 0.0668 | 0.037 | 0.0494 | 0.0851 | 0.1241 | 0.1025 | 0.0811 | 0.0431 | — | — | — | |
| FATEBaking=false2024.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 27.52 | 0.9416 | 0.0603 | |
| FATEBaking=true2024.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 27.8 | 0.9419 | 0.0639 | |
| FlashAvatar2024.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 27.28 | 0.9346 | 0.0578 | |
| Gaussian Avatars2024.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 26.66 | 0.9396 | 0.0777 | |
| MonoGaussian Avatar2024.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 27.4 | 0.9373 | 0.0887 | |
| SplattingAvatar2024.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 26.63 | 0.9304 | 0.1119 |