Novel View Synthesis on NeRF Synthetic v1 (test)
35.02PSNRNRFF
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NRFF#Features=12.8M, #MLP=549K, Batch size=4096, Steps=60K2023.03 | 35.02 | 0.977 | 0.031 | |
| ref. NeRFScene=Hotdog2022.11 | 34.9 | 0.97 | 0.03 | |
| NRFF#Features=12.8M, #MLP=549K, Batch size=4096, Steps=30K2023.03 | 34.65 | 0.975 | 0.034 | |
| L2G-NeRFScene=Hotdog2022.11 | 34.56 | 0.97 | 0.03 | |
| Ref-NeRF#Features=N/A, #MLP=902K, Batch size=16384, Steps=250K2023.03 | 33.99 | 0.966 | 0.038 | |
| MHE#Features=12.6M, #MLP=10K, Batch size=4096, Steps=30K2023.03 | 33.18 | — | — | |
| TensoRF#Features=18.6M, #MLP=36K, Batch size=4096, Steps=30K2023.03 | 33.14 | 0.963 | 0.047 | |
| Mip-NeRF#Features=N/A, #MLP=612K, Batch size=4096, Steps=1M2023.03 | 33.09 | 0.961 | 0.043 | |
| ref. NeRFScene=Mic2022.11 | 31.96 | 0.97 | 0.04 | |
| DVGO#Features=49M, #MLP=22K, Batch size=8192, Steps=30K2023.03 | 31.95 | 0.957 | 0.053 | |
| ref. NeRFScene=Chair, Note=Trained using ground truth camera poses2022.11 | 31.93 | 0.96 | 0.04 | |
| NSVF#Features=0.32~3.2M, #MLP=500K, Batch size=8192, Steps=150K, LPIPS evaluation network=Alex2023.03 | 31.75 | 0.953 | 0.047 | |
| NeRF#Features=N/A, #MLP=1,191K, Batch size=4096, Steps=300K2023.03 | 31.01 | 0.947 | 0.081 | |
| L2G-NeRFScene=Chair2022.11 | 30.99 | 0.95 | 0.05 | |
| L2G-NeRFScene=Mic2022.11 | 30.91 | 0.97 | 0.05 | |
| ref. NeRFScene=Mean2022.11 | 29.42 | 0.94 | 0.06 | |
| ref. NeRFScene=Lego2022.11 | 29.29 | 0.94 | 0.04 | |
| L2G-NeRFScene=Mean2022.11 | 28.62 | 0.93 | 0.07 | |
| ref. NeRFScene=Materials2022.11 | 28.54 | 0.94 | 0.05 | |
| ref. NeRFScene=Ship2022.11 | 28.06 | 0.86 | 0.12 | |
| BARFScene=Chair2022.11 | 27.84 | 0.92 | 0.06 | |
| L2G-NeRFScene=Lego2022.11 | 27.71 | 0.91 | 0.06 | |
| L2G-NeRFScene=Materials2022.11 | 27.6 | 0.93 | 0.06 | |
| BARFScene=Hotdog2022.11 | 27.34 | 0.93 | 0.06 | |
| L2G-NeRFScene=Ship2022.11 | 27.31 | 0.85 | 0.13 | |
| ref. NeRFScene=Ficus2022.11 | 26.66 | 0.94 | 0.05 | |
| BARFScene=Materials2022.11 | 26.29 | 0.92 | 0.08 | |
| L2G-NeRFScene=Ficus2022.11 | 26.11 | 0.93 | 0.06 | |
| BARFScene=Ficus2022.11 | 25.85 | 0.93 | 0.07 | |
| ref. NeRFScene=Drums2022.11 | 23.98 | 0.9 | 0.1 | |
| L2G-NeRFScene=Drums2022.11 | 23.75 | 0.9 | 0.1 | |
| BARFScene=Drums2022.11 | 21.92 | 0.87 | 0.14 | |
| BARFScene=Mean2022.11 | 20.51 | 0.82 | 0.22 | |
| Naïve NeRF extensionScene=Hotdog2022.11 | 15.1 | 0.74 | 0.42 | |
| BARFScene=Lego2022.11 | 14.48 | 0.69 | 0.29 | |
| Naïve NeRF extensionScene=Ficus2022.11 | 14.3 | 0.83 | 0.33 | |
| Naïve NeRF extensionScene=Chair2022.11 | 14.13 | 0.83 | 0.39 | |
| Naïve NeRF extensionScene=Mic2022.11 | 13.14 | 0.85 | 0.43 | |
| Naïve NeRF extensionScene=Mean2022.11 | 12.57 | 0.7 | 0.49 | |
| BARFScene=Mic2022.11 | 12.2 | 0.76 | 0.41 | |
| Naïve NeRF extensionScene=Drums2022.11 | 11.63 | 0.61 | 0.62 | |
| Naïve NeRF extensionScene=Materials2022.11 | 11.51 | 0.64 | 0.49 | |
| Naïve NeRF extensionScene=Lego2022.11 | 11.36 | 0.61 | 0.56 | |
| Naïve NeRF extensionScene=Ship2022.11 | 9.41 | 0.5 | 0.64 | |
| BARFScene=Ship2022.11 | 8.19 | 0.5 | 0.63 |