notesum.ai
Published at October 24PixelGaussian: Generalizable 3D Gaussian Reconstruction from Arbitrary Views
cs.AI
Released Date: October 24, 2024
Authors: Xin Fei1, Wenzhao Zheng1, Yueqi Duan1, Wei Zhan2, Masayoshi Tomizuka2, Kurt Keutzer2, Jiwen Lu1
Aff.: 1Tsinghua University; 2University of California, Berkeley

| Datasets | Methods | 22 Views | 23 Views | 24 Views | |||
|---|---|---|---|---|---|---|---|
| PSNR | LPIPS | PSNR | LPIPS | PSNR | LPIPS | ||
| RealEstate10K | pixelNeRF | 20.25 | 0.556 | 21.15 | 0.525 | 21.68 | 0.518 |
| MuRF | 25.95 | 0.146 | 26.23 | 0.137 | 26.40 | 0.134 | |
| pixelSplat | 25.67 | 0.145 | 22.35 | 0.242 | 20.12 | 0.283 | |
| MVSplat | 26.25 | 0.130 | 22.94 | 0.236 | 20.74 | 0.268 | |
| PixelGaussian | 26.72 | 0.126 | 26.79 | 0.123 | 26.85 | 0.122 | |
| ACID | pixelNeRF | 20.66 | 0.530 | 21.33 | 0.518 | 21.40 | 0.506 |
| MuRF | 27.94 | 0.163 | 28.22 | 0.154 | 28.35 | 0.149 | |
| pixelSplat | 28.06 | 0.152 | 23.73 | 0.276 | 20.15 | 0.294 | |
| MVSplat | 28.26 | 0.144 | 23.85 | 0.268 | 20.32 | 0.275 | |
| PixelGaussian | 28.63 | 0.140 | 28.72 | 0.137 | 28.78 | 0.137 | |