Novel View Synthesis on Synthetic NeRF 360°
33.19PSNR (dB)CNC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CNCYear=2024, Neural=✓, Key contributions=Context-based compression framework, Params [MB]=0.418, Training time=> 5 min, Power class [W]=10^2, Device=GPU2026.03 | 33.19 | 96.4 | |
| Instant-NGPYear=2022, Neural=✓, Key contributions=Parametric hash-grid, Params [MB]=46, Training time=5 min, Power class [W]=10^2, Device=GPU2026.03 | 33.18 | 95.9 | |
| TensoRFYear=2022, Neural=×, Key contributions=Voxel grid w/ tensor factorization, Params [MB]=72, Training time=17 min, Power class [W]=10^2, Device=GPU2026.03 | 33.14 | 96.3 | |
| K-PlanesYear=2023, Neural=×, Key contributions=Multi-planes, Params [MB]=385, Training time=38 min, Power class [W]=10^2, Device=GPU2026.03 | 32.21 | 96 | |
| BiRFYear=2023, Neural=✓, Key contributions=3D-2D binarized feature hash encoding grid, Params [MB]=0.5, Training time=> 5 min, Power class [W]=10^2, Device=GPU2026.03 | 32.03 | 95.4 | |
| PlenOctreesYear=2021, Neural=✓, Key contributions=Octree + Spherical harmonics, Params [MB]=1930, Training time=15 h, Power class [W]=10^2, Device=GPU2026.03 | 31.71 | 95.8 | |
| PlenoxelsYear=2022, Neural=×, Key contributions=Voxel grid + neural network-free, Params [MB]=778, Training time=11 min, Power class [W]=10^2, Device=GPU2026.03 | 31.71 | 95.8 | |
| NeRFYear=2021, Neural=✓, Key contributions=Coordinate-based MLP, Params [MB]=5, Training time=24 h, Power class [W]=10^2, Device=GPU2026.03 | 31.01 | 94.7 | |
| MobileNeRFYear=2023, Neural=✓, Key contributions=Rasterized mesh (baked), Params [MB]=538, Training time=27 h, Power class [W]=10^2, Device=GPU2026.03 | 30.9 | 94.7 | |
| SNeRGYear=2021, Neural=✓, Key contributions=Neural grid, Params [MB]=1772, Training time=15 h, Power class [W]=10^2, Device=GPU2026.03 | 30.38 | 95 | |
| Tiny-DroNeRFYear=2025, Neural=✓, Key contributions=Instant-NGP-based, tailored for MCUs, Params [MB]=0.284, Training time=28s, Power class [W]=10^2, Device=GPU2026.03 | 26.94 | 89.2 | |
| Tiny-DroNeRFYear=2025, Neural=✓, Key contributions=Instant-NGP-based, tailored for MCUs, Params [MB]=0.284, Training time=97 min, Power class [W]=< 0.10, Device=MCU2026.03 | 26.94 | 89.2 |