3D Gaussian Splatting Training Scalability on Single 24GB GPU
105Max N GaussiansCLM
Evaluation results
| Method | Links | |
|---|---|---|
| CLMVRAM Scaling=O(N), Limiting Factor=Rasterization (VRAM)2026.05 | 105 | |
| Naive OffloadVRAM Scaling=O(N), Limiting Factor=Parameters (SH)2026.05 | 50 | |
| Native 3DGSVRAM Scaling=O(N), Limiting Factor=Full state (VRAM)2026.05 | 11.5 | |
| TideGSVRAM Scaling=O(|Rt|) / O(|It|), Limiting Factor=Resident set / Storage2026.05 | 1 |