HyperNeRF
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Novel View Synthesis | HyperNeRF (vrig) | PSNR25.5 | 23 | |
| Novel-view reconstruction | HyperNeRF 4D LangSplat (test) | Americano Score94 | 20 | |
| Novel-view reconstruction | HyperNeRF held-out 4D LangSplat (test) | Americano Score32.12 | 20 | |
| Dynamic 3D Reconstruction | HyperNeRF (test) | PSNR26.15 | 18 | |
| Novel View Synthesis | HyperNeRF (test) | PSNR27.78 | 18 | |
| Time-agnostic querying | HyperNeRF (test) | mIoU85.02 | 10 | |
| Novel View Synthesis | HyperNeRF | PSNR25.59 | 9 | |
| Dynamic Scene Reconstruction | HyperNeRF vrig (test) | PSNR26.2 | 8 | |
| Novel View Synthesis | HyperNeRF | PSNR24.89 | 8 | |
| Novel View Synthesis | HyperNeRF original (test) | PSNR (Broom)22.8 | 7 | |
| Time-sensitive language queries | HyperNeRF | Americano Acc90.03 | 6 | |
| Open-vocabulary 4D querying | HyperNeRF espresso | mAcc99.73 | 6 | |
| Open-vocabulary 4D querying | HyperNeRF americano scene | Mean Accuracy99.02 | 6 | |
| 4D Gaussian instance segmentation | HyperNeRF | Time (min)0.11 | 6 | |
| Panoptic Segmentation | HyperNeRF torchocolate | mAcc (Pixel)96.1 | 5 | |
| Panoptic Segmentation | HyperNeRF keyboard | mAcc (pix)94.73 | 5 | |
| Panoptic Segmentation | HyperNeRF espresso | Pixel Acc0.9473 | 5 | |
| Panoptic Segmentation | HyperNeRF chickchicken | Pixel Accuracy (mAcc)96.5 | 5 | |
| Panoptic Segmentation | HyperNeRF split-cookie | mAcc (pix)97.93 | 5 | |
| Panoptic Segmentation | HyperNeRF americano | Pixel Accuracy98.4 | 5 | |
| 4D Reconstruction | HyperNeRF vrig | PSNR22.47 | 5 | |
| Dynamic View Synthesis | HyperNeRF | PSNR (Chicken)28.5342 | 5 | |
| Time-sensitive Querying | HyperNeRF (test) | Americano Accuracy89.42 | 4 | |
| Novel View Synthesis | HyperNeRF official (test) | Broom PSNR27.4 | 4 | |
| Novel View Synthesis | HyperNeRF vrig Mean | PSNR24.8 | 4 |
Showing 25 of 40 rows