Novel View Synthesis on NeRF-DS
26.56Average PSNRMotionGS
Evaluation results
| Method | Links | |||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MotionGSMetric Type=SSIM / LPIPS (VGG)2024.10 | 26.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8902 | 0.1757 | — | — | — | |
| Deformable-3DGSMetric Type=SSIM / LPIPS (VGG)2024.10 | 26.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8827 | 0.1832 | — | — | — | |
| HyperNeRFMetric Type=MS-SSIM / LPIPS (AlexNet)2024.10 | 25.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8949 | 0.1777 | — | — | — | |
| NeRF-DSMetric Type=MS-SSIM / LPIPS (AlexNet)2024.10 | 25.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8778 | 0.1741 | — | — | — | |
| TraceFlow2025.12 | 24.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.888 | 0.1471 | — | — | — | |
| MotionGSMetric Type=SSIM / LPIPS (VGG)2024.10 | 24.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8656 | 0.1719 | — | — | — | |
| SpectroMotion2025.12 | 24.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8522 | 0.1778 | — | — | — | |
| SC-GS2023.12 | 24.1 | 25.1 | 0.918 | 0.117 | 26.2 | 0.898 | 0.142 | 26.6 | 0.901 | 0.135 | 19.6 | 0.846 | 0.154 | 24.5 | 0.916 | 0.115 | 26 | 0.919 | 0.114 | 20.2 | 0.837 | 0.202 | 0.891 | 0.14 | — | — | — | |
| NeRF-DS2023.12 | 23.9 | 23.3 | 0.872 | 0.134 | 25.7 | 0.918 | 0.115 | 26.4 | 0.911 | 0.123 | 20.3 | 0.868 | 0.127 | 24.5 | 0.916 | 0.118 | 26.1 | 0.935 | 0.108 | 20.8 | 0.867 | 0.164 | 0.898 | 0.127 | — | — | — | |
| MoDec-GS + Relaxed Rigidity with Ray-based Groupingbaseline=MoDec-GS2026.03 | 23.76 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.885 | — | 84.8 | 0.184 | 0.83 | |
| Baseline2023.12 | 23.7 | 24.9 | 0.917 | 0.124 | 26.1 | 0.903 | 0.127 | 25.1 | 0.884 | 0.221 | 19.6 | 0.852 | 0.144 | 24.7 | 0.919 | 0.116 | 25.3 | 0.917 | 0.109 | 20.3 | 0.842 | 0.214 | 0.891 | 0.151 | — | — | — | |
| Grid4D + Relaxed Rigidity with Ray-based Groupingbaseline=Grid4D2026.03 | 23.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.882 | — | 84 | 0.188 | 0.32 | |
| Deformable-3DGSMetric Type=SSIM / LPIPS (VGG)2024.10 | 23.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8394 | 0.197 | — | — | — | |
| D3DGS2026.03 | 23.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.9 | 0.197 | — | |
| NeRF-DSMetric Type=MS-SSIM / LPIPS (AlexNet)2024.10 | 23.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8494 | 0.1816 | — | — | — | |
| NeRF-DS2026.03 | 23.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.849 | — | — | 0.182 | — | |
| HyperNeRFMetric Type=MS-SSIM / LPIPS (AlexNet)2024.10 | 23.45 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8488 | 0.199 | — | — | — | |
| HyperNeRF2026.03 | 23.45 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.849 | — | — | 0.199 | — | |
| Deformable 3DGS2025.12 | 23.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8284 | 0.2201 | — | — | — | |
| Grid4D2026.03 | 23.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.872 | — | 83.3 | 0.196 | — | |
| NeRF-DS2025.12 | 23.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8384 | 0.2402 | — | — | — | |
| MoDec-GS2026.03 | 22.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.851 | — | 82.2 | 0.229 | — | |
| 4DGS2025.12 | 22.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8235 | 0.2115 | — | — | — | |
| 3D-GSMetric Type=SSIM / LPIPS (VGG)2024.10 | 22.69 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8017 | 0.2994 | — | — | — | |
| HyperNeRF2023.12 | 22.5 | 24 | 0.884 | 0.159 | 24.3 | 0.874 | 0.148 | 25.4 | 0.873 | 0.164 | 20.2 | 0.829 | 0.168 | 20.5 | 0.705 | 0.318 | 25 | 0.909 | 0.129 | 18.1 | 0.714 | 0.359 | 0.827 | 0.206 | — | — | — | |
| RTD + Relaxed Rigidity with Ray-based Groupingbaseline=RTD2026.03 | 22.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.826 | — | 81.3 | 0.226 | 0.14 | |
| RTD2026.03 | 21.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.821 | — | 81.2 | 0.235 | — | |
| Ex4DGS + Relaxed Rigidity with Ray-based Groupingbaseline=Ex4DGS2026.03 | 21.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.794 | — | 79.8 | 0.248 | 0.15 | |
| Ex4DGS2026.03 | 21.73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.789 | — | 79.3 | 0.251 | — | |
| TiNeuVoxMetric Type=SSIM / LPIPS (VGG)2024.10 | 21.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8234 | 0.2766 | — | — | — | |
| TiNeuVox2026.03 | 21.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.3 | 0.277 | — | |
| TiNeuVox-B2023.12 | 21.5 | 23.1 | 0.876 | 0.113 | 21.1 | 0.745 | 0.234 | 24.1 | 0.892 | 0.133 | 20.7 | 0.896 | 0.105 | 20.5 | 0.806 | 0.182 | 20.1 | 0.822 | 0.205 | 20.6 | 0.863 | 0.161 | 0.843 | 0.162 | — | — | — | |
| TiNeuVoxMetric Type=SSIM / LPIPS (VGG)2024.10 | 21.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8289 | 0.3967 | — | — | — | |
| 3D-GSMetric Type=SSIM / LPIPS (VGG)2024.10 | 20.29 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.7816 | 0.292 | — | — | — | |
| 3D-GS2026.03 | 20.29 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.2 | 0.292 | — | |
| GS-IR2025.12 | 20.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.7796 | 0.2999 | — | — | — | |
| EnvGS2025.12 | 20.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.7833 | 0.2837 | — | — | — | |
| GaussianShader2025.12 | 19.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.7363 | 0.3819 | — | — | — | |
| HyperNeRF2025.12 | 19.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.8167 | 0.2615 | — | — | — |