Novel View Synthesis on NeRF-synthetic original (test)
33.8PSNR3DGS
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3DGSSource=Our own run2023.11 | 33.8 | — | — | 36.8 | 35.51 | 31.69 | 30.48 | 36.06 | 26.28 | 35.49 | 38.06 | |
| 3iGS2024.12 | 33.6 | 0.97 | 0.029 | — | — | — | — | — | — | — | — | |
| 3DGSSource=Original paper reported numbers2023.11 | 33.32 | — | — | 35.36 | 35.83 | 30.8 | 30 | 35.78 | 26.15 | 34.87 | 37.72 | |
| Point-NeRF2023.11 | 33.3 | — | — | 35.95 | 35.4 | 30.97 | 29.61 | 35.04 | 26.06 | 36.13 | 37.3 | |
| 3DGS2024.12 | 33.3 | 0.969 | 0.03 | — | — | — | — | — | — | — | — | |
| Ref-GS2024.12 | 33.2 | 0.966 | 0.036 | — | — | — | — | — | — | — | — | |
| I-NGPTrain Time=5 min, # Params=~ 16M2023.01 | 33.18 | — | — | — | — | — | — | — | — | — | — | |
| INGP-Base2023.11 | 33.18 | — | — | 36.22 | 35 | 31.1 | 29.78 | 36.39 | 26.02 | 33.51 | 37.4 | |
| TensoRFTrain Time=17 min, # Params=18M2023.01 | 33.14 | 0.963 | — | — | — | — | — | — | — | — | — | |
| CompGSCodebook size=4k2023.11 | 33.1 | — | — | 35.99 | 34.92 | 31.05 | 29.74 | 35.09 | 25.93 | 35.04 | 37.04 | |
| Mip-Nerf2023.11 | 33.09 | — | — | 36.51 | 35.14 | 30.41 | 30.71 | 35.7 | 25.48 | 33.29 | 37.48 | |
| Ours-hybridTrain Time=38 min, # Params=33M2023.01 | 32.36 | 0.962 | — | — | — | — | — | — | — | — | — | |
| Ours-explicitTrain Time=38 min, # Params=33M2023.01 | 32.21 | 0.96 | — | — | — | — | — | — | — | — | — | |
| DIVeR32(RT)FPS=47±20, Storage (MB)=68, GPU Memory (GB)=1.07±0.06, Hardware=NVIDIA GTX 1080, Inference Time Optimization=enabled2021.11 | 32.12 | 0.958 | 0.033 | — | — | — | — | — | — | — | — | |
| 3DGS-No-SHSpherical Harmonics=No2023.11 | 31.97 | — | — | 34.37 | 34.09 | 29.86 | 28.42 | 34.84 | 25.48 | 32.3 | 36.43 | |
| Plenoxels2023.11 | 31.76 | — | — | 33.26 | 33.98 | 29.62 | 29.14 | 34.1 | 25.35 | 31.83 | 36.81 | |
| PlenOctreesFPS=76±66, Storage (MB)=1930, GPU Memory (GB)=1.65±1.09, Hardware=NVIDIA GTX 10802021.11 | 31.71 | 0.958 | 0.053 | — | — | — | — | — | — | — | — | |
| PlenoxelsTrain Time=11 min, # Params=~500M2023.01 | 31.71 | 0.958 | — | — | — | — | — | — | — | — | — | |
| GaussianShader2024.12 | 31.48 | 0.96 | 0.042 | — | — | — | — | — | — | — | — | |
| Ref-NeRF2024.12 | 31.29 | 0.947 | 0.058 | — | — | — | — | — | — | — | — | |
| 3DGS-DR2024.12 | 31.02 | 0.962 | 0.047 | — | — | — | — | — | — | — | — | |
| KiloNeRFFPS=28±12, Storage (MB)=161, GPU Memory (GB)=1.68±0.27, Hardware=NVIDIA GTX 10802021.11 | 31 | 0.95 | 0.03 | — | — | — | — | — | — | — | — | |
| SNERGFPS=98±37, Storage (MB)=84, GPU Memory (GB)=1.73±1.48, Hardware=NVIDIA GTX 10802021.11 | 30.38 | 0.95 | 0.05 | — | — | — | — | — | — | — | — | |
| FastNeRFHardware=NVIDIA GTX 10802021.11 | 29.97 | 0.941 | 0.053 | — | — | — | — | — | — | — | — | |
| ENVIDR2024.12 | 28.13 | 0.953 | 0.068 | — | — | — | — | — | — | — | — |