NeuMan
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Human Reconstruction | NeuMan (test) | PSNR35.42 | 19 | |
| Novel View Synthesis | NeuMan Human-only regions | PSNR34.84 | 14 | |
| 4D Human Reconstruction | NeuMan Citron sequence (test) | PSNR35.49 | 10 | |
| Scene Reconstruction | NeuMan (test) | PSNR (Seattle)25.94 | 8 | |
| Human and scene image synthesis | NeuMan (test) | Seattle PSNR26.15 | 6 | |
| Human Avatar Reconstruction | Neuman (Lab) | PSNR34.85 | 5 | |
| Human Avatar Reconstruction | Neuman Jogging | PSNR33.55 | 5 | |
| Human Avatar Reconstruction | Neuman Bike | PSNR34.75 | 5 | |
| Human Avatar Reconstruction | Neuman Parking | PSNR37.5 | 5 | |
| Human Avatar Reconstruction | Neuman Seattle | PSNR37.58 | 5 | |
| Novel View Synthesis | NeuMan full-image frames (test) | PSNR30.23 | 5 | |
| 4D Human Reconstruction | NeuMan Lab sequence (test) | PSNR27.48 | 5 | |
| 4D Human Reconstruction | NeuMan Jogging sequence (test) | PSNR24.49 | 5 | |
| 4D Human Reconstruction | NeuMan Bike sequence (test) | PSNR26.31 | 5 | |
| 4D Human Reconstruction | NeuMan Parking sequence (test) | PSNR27.15 | 5 | |
| 4D Human Reconstruction | NeuMan Seattle sequence (test) | PSNR27.68 | 5 | |
| Novel View Synthesis | NeuMan Whole images | PSNR27.784 | 5 | |
| Novel View Synthesis | NeuMan (test) | PSNR29.94 | 5 | |
| Novel View Rendering | NeuMan (Uniform 80%) | PSNR (Bike)25.53 | 4 | |
| Novel View Synthesis | NeuMan | PSNR18.897 | 4 | |
| Novel View Synthesis | NeuMan (Lab) | PSNR19.05 | 4 | |
| Novel View Synthesis | NeuMan Jogging | PSNR17.57 | 4 | |
| Novel View Synthesis | NeuMan Bike | PSNR19.48 | 4 | |
| Novel View Synthesis | NeuMan Parking | PSNR19.44 | 4 | |
| Novel View Synthesis | NeuMan Citron | PSNR19.16 | 4 |
Showing 25 of 30 rows