Dynamic Scene Reconstruction on N3DV (PSNR, SSIM, LPIPS)
31.01PSNRFRoG
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FRoGStorage=69 MB, Training Time=1h 56m, FPS=91.132026.03 | 31.01 | 94.1 | 0.05 | |
| K-PlanesStorage=309 MB, Training Time=1h 33m, FPS=0.152026.03 | 30.86 | 93.9 | 0.096 | |
| E-D3DGSStorage=73 MB, Training Time=2h 41m, FPS=40.522026.03 | 30.79 | 93.7 | 0.051 | |
| Mix VoxelsStorage=512 MB, Training Time=1h 28m, FPS=1.012026.03 | 30.3 | 91.8 | 0.127 | |
| 4DGSStorage=3.6GB, Training Time=7h 43m, FPS=54.362026.03 | 30.3 | 93.3 | 0.069 | |
| 4DGaussiansStorage=53 MB, Training Time=1h 13m, FPS=78.282026.03 | 30.19 | 91.7 | 0.061 | |
| Swift4DStorage=116MB, Training Time=48m, FPS=138.002026.03 | 30.05 | 93.1 | 0.055 | |
| ST-GSStorage=49 MB, Training Time=4h 25m, FPS=124, Initialization=single first-frame COLMAP initialization2026.03 | 28.94 | 92 | 0.078 | |
| D3DGSStorage=75MB, Training Time=2h 17m, FPS=20.292026.03 | 28.27 | 91.7 | 0.156 |