Novel View Synthesis on Mip-NeRF 360 1.0 (test)
27.69PSNROur Model
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Our ModelTraining Time (hrs)=6.89, # Parameters=9.9M2021.11 | 27.69 | 0.792 | 0.237 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRF++config=bigger MLPs, Training Time (hrs)=19.88, # Parameters=9.0M2021.11 | 26.39 | 0.75 | 0.293 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Our Model w/GLOTraining Time (hrs)=6.9, # Parameters=9.9M2021.11 | 26.26 | 0.786 | 0.237 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mip-NeRFconfig=bigger MLP, Training Time (hrs)=22.71, # Parameters=9.0M2021.11 | 26.19 | 0.748 | 0.285 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Stable View Synthesis2021.11 | 25.33 | 0.771 | 0.211 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRF++Training Time (hrs)=9.45, # Parameters=2.4M2021.11 | 25.11 | 0.676 | 0.375 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mip-NeRFTraining Time (hrs)=3.17, # Parameters=0.7M2021.11 | 24.04 | 0.616 | 0.441 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRF w/ DONERF parameterizationTraining Time (hrs)=4.59, # Parameters=1.4M2021.11 | 24.03 | 0.607 | 0.455 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRFTraining Time (hrs)=4.16, # Parameters=1.5M2021.11 | 23.85 | 0.605 | 0.451 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Point-Based Neural Rendering2021.11 | 23.71 | 0.735 | 0.252 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep Blending2021.11 | 23.7 | 0.666 | 0.318 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DGStraining_scale=1x, testing_mode=Multi-scale2023.11 | — | — | — | 29.19 | 23.5 | 20.71 | 19.59 | 23.25 | 0.88 | 0.74 | 0.619 | 0.619 | 0.715 | 0.107 | 0.243 | 0.394 | 0.476 | 0.305 | |
| 3DGS + EWAtraining_scale=1x, testing_mode=Multi-scale, filter=EWA2023.11 | — | — | — | 29.3 | 25.9 | 23.7 | 22.81 | 25.43 | 0.88 | 0.773 | 0.667 | 0.643 | 0.741 | 0.114 | 0.236 | 0.369 | 0.449 | 0.292 | |
| Instant-NGPtraining_scale=1x, testing_mode=Multi-scale2023.11 | — | — | — | 26.79 | 24.76 | 24.27 | 24.27 | 25.02 | 0.746 | 0.639 | 0.626 | 0.698 | 0.677 | 0.239 | 0.367 | 0.445 | 0.475 | 0.382 | |
| mip-NeRF 360training_scale=1x, testing_mode=Multi-scale2023.11 | — | — | — | 29.26 | 25.18 | 24.16 | 24.1 | 25.67 | 0.86 | 0.727 | 0.67 | 0.706 | 0.741 | 0.122 | 0.26 | 0.37 | 0.428 | 0.295 | |
| Mip-Splattingtraining_scale=1x, testing_mode=Multi-scale2023.11 | — | — | — | 29.39 | 27.39 | 26.47 | 26.22 | 27.37 | 0.884 | 0.808 | 0.754 | 0.765 | 0.803 | 0.108 | 0.205 | 0.305 | 0.392 | 0.252 | |
| zip-NeRFtraining_scale=1x, testing_mode=Multi-scale2023.11 | — | — | — | 29.66 | 23.27 | 20.87 | 20.27 | 23.52 | 0.875 | 0.696 | 0.565 | 0.559 | 0.674 | 0.097 | 0.257 | 0.421 | 0.494 | 0.318 |