N3DV
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Dynamic Scene Reconstruction | N3DV (test) | PSNR32.66 | 32 | |
| Dynamic scene reconstruction | N3DV | Throughput (s/frame)2.3 | 24 | |
| Dynamic Scene Reconstruction | N3DV coffee martini (test) | PSNR31.7 | 18 | |
| Dynamic 3D Reconstruction | N3DV | PSNR (dB)32.14 | 16 | |
| Dynamic Scene Reconstruction | N3DV | PSNR (dB)32.53 | 11 | |
| Novel View Rendering | N3DV Cut Roast Beef | PSNR33.06 | 11 | |
| Novel View Rendering | N3DV Flame Steak | PSNR33.34 | 11 | |
| Novel View Rendering | N3DV Sear Steak | PSNR33.12 | 11 | |
| Novel View Rendering | N3DV Cook Spinach | PSNR32.59 | 11 | |
| Dynamic Scene Reconstruction | N3DV | PSNR31.01 | 9 | |
| Novel View Synthesis | N3DV (test) | PSNR32.81 | 9 | |
| Novel View Synthesis | N3DV flame salmon 1200 frames (test) | PSNR29.4 | 7 | |
| 4D Gaussian Splatting refinement | N3DV HQ | PSNR32.736 | 6 | |
| 4D Novel View Synthesis | N3DV Cut Roasted Beef scene (unseen) | PSNR22.392 | 6 | |
| 4D Novel View Synthesis | N3DV Sear Steak scene (unseen) | PSNR27.654 | 6 | |
| Novel View Synthesis | N3DV Flame Steak (val) | PSNR27.24 | 6 | |
| Novel View Synthesis | N3DV Cook Spinach (val) | PSNR24.085 | 6 | |
| Novel View Synthesis | N3DV Coffee Martini (val) | PSNR26.283 | 6 | |
| Volumetric Video Reconstruction | N3DV flame_salmon | PSNR33.06 | 6 | |
| Dynamic Scene Reconstruction | N3DV | BD-BR Score-64.9 | 5 | |
| Dynamic scene reconstruction and compression | N3DV 50 | BD-PSNR1.9 | 5 | |
| Dynamic Scene Reconstruction and Compression | N3DV | Rendering Time (ms)5.4 | 5 | |
| Dynamic Scene Modeling | N3DV (test) | PSNR28.26 | 5 | |
| Novel View Synthesis | N3DV | PSNR (dB)29.58 | 5 | |
| Free-viewpoint Video Reconstruction | N3DV initial and average frames | Storage (KB) (Initial Frame)2,480 | 4 |
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