notesum.ai
Published at December 10GASP: Gaussian Avatars with Synthetic Priors
cs.CV
cs.AI
cs.GR
Released Date: December 10, 2024
Authors: Jack Saunders1, Charlie Hewitt1, Yanan Jian1, Marek Kowalski1, Tadas Baltrusaitis1, Yiye Chen2, Darren Cosker3, Virginia Estellers1, Nicholas Gyde1, Vinay P. Namboodiri3, Benjamin E Lundell1
Aff.: 1Microsoft; 2Georgia Tech; 3University of Bath
![[Uncaptioned image]](https://arxiv.org/html/2412.07739v1/x1.png)
| Monocular Video | Single Image | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Method | PSNR | SSIM | LPIPS | FID | ID-SIM | QUAL | PSNR | SSIM | LPIPS | FID | ID-SIM | QUAL |
| FlashAvatar | 17.25 | 0.603 | 0.450 | 351 | 0.234 | 2.08 | 13.26 | 0.490 | 0.519 | 367 | 0.057 | 2.05 |
| GaussianAvatars | 17.39 | 0.601 | 0.428 | 366 | 0.179 | 2.08 | 14.80 | 0.474 | 0.475 | 385 | 0.000 | 2.03 |
| ROME* | - | - | - | - | - | - | 15.78 | 0.543 | 0.441 | 136 | 0.408 | 3.38 |
| DiffusionRig | 19.67 | 0.343 | 0.436 | 155 | 0.302 | 2.98 | 16.87 | 0.316 | 0.541 | 183 | 0.239 | 3.15 |
| Ours | 21.34 | 0.712 | 0.333 | 117 | 0.568 | 3.68 | 20.73 | 0.677 | 0.348 | 119 | 0.526 | 3.80 |