Novel View Synthesis on Synthetic Dataset (test)
58.38PSNRDiffWind
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DiffWindScene=Pants2026.03 | 58.38 | 99.98 | 0.0002 | |
| DiffWindScene=ShapeNetPlant2026.03 | 52.54 | 99.98 | 0.0001 | |
| DiffWindScene=Ficus2026.03 | 48.82 | 99.95 | 0.0003 | |
| DiffWindScene=Average2026.03 | 47.15 | 99.83 | 0.0008 | |
| DiffWindScene=Alocasia2026.03 | 44.94 | 99.8 | 0.01 | |
| Deformable-GSScene=Pants2026.03 | 42.36 | 99.24 | 0.0149 | |
| GaussianPredictionScene=Pants2026.03 | 42.11 | 99.17 | 0.0168 | |
| DiffWindScene=Flag2026.03 | 41.86 | 99.74 | 0.0009 | |
| DiffWindScene=Dress2026.03 | 41.76 | 99.86 | 0.0007 | |
| DiffWindScene=Sweater2026.03 | 41.72 | 99.51 | 0.0021 | |
| Deformable-GSScene=Ficus2026.03 | 41.72 | 99.67 | 0.003 | |
| 4D-GSScene=Pants2026.03 | 41.33 | 99.11 | 0.0184 | |
| Deformable-GSScene=Flag2026.03 | 40.86 | 99.39 | 0.0057 | |
| GaussianPredictionScene=Flag2026.03 | 39.89 | 99.3 | 0.0067 | |
| GaussianPredictionScene=Ficus2026.03 | 38.81 | 99.2 | 0.0083 | |
| Deformable-GSScene=ShapeNetPlant2026.03 | 38.58 | 99.46 | 0.0047 | |
| GaussianPredictionScene=ShapeNetPlant2026.03 | 37.46 | 99.35 | 0.0061 | |
| 4D-GSScene=Flag2026.03 | 36.96 | 98.68 | 0.0147 | |
| Deformable-GSScene=Average2026.03 | 36.68 | 98.18 | 0.0213 | |
| GaussianPredictionScene=Average2026.03 | 35.79 | 98.11 | 0.0229 | |
| TensoIRAverage Runtime=5 hrs, Lighting Setup=single-light2023.04 | 35.088 | 97.6 | 0.04 | |
| Efficient-GSScene=Pants2026.03 | 34.73 | 97.82 | 0.0385 | |
| GaussianPredictionScene=Alocasia2026.03 | 34.65 | 97.38 | 0.0292 | |
| TensoIR (rotated multi-light)Average Runtime=5 hrs, Lighting Setup=rotated multi-light2023.04 | 34.395 | 97.4 | 0.043 | |
| TensoIR (general multi-light)Average Runtime=5 hrs, Lighting Setup=general multi-light2023.04 | 34.223 | 97.3 | 0.045 | |
| Deformable-GSScene=Sweater2026.03 | 33.1 | 95.57 | 0.0594 | |
| 4D-GSScene=ShapeNetPlant2026.03 | 32.91 | 98.65 | 0.0115 | |
| Deformable-GSScene=Alocasia2026.03 | 32.79 | 96.81 | 0.0364 | |
| 4D-GSScene=Average2026.03 | 32.39 | 97.04 | 0.0306 | |
| TensoIR (Ours in 25 minutes)Average Runtime=25 mins, Lighting Setup=single-light2023.04 | 32.35 | 96.4 | 0.061 | |
| NeFII2023.03 | 31.0909 | 95.86 | 0.0528 | |
| PhySG2023.03 | 31.0425 | 96.42 | 0.0436 | |
| Invrender2023.03 | 30.8743 | 96.16 | 0.049 | |
| 4D-GSScene=Sweater2026.03 | 30.14 | 95.56 | 0.0702 | |
| NeRFactor2023.03 | 29.9826 | 95.97 | 0.0475 | |
| GaussianPredictionScene=Dress2026.03 | 29 | 97.73 | 0.0201 | |
| 4D-GSScene=Alocasia2026.03 | 28.96 | 94.91 | 0.0386 | |
| 4D-GSScene=Ficus2026.03 | 28.8 | 95.08 | 0.0372 | |
| GaussianPredictionScene=Sweater2026.03 | 28.64 | 94.65 | 0.0734 | |
| NeRF-AIllumination=Varying2020.12 | 28.53 | 92 | — | |
| Efficient-GSScene=Alocasia2026.03 | 28.41 | 94.63 | 0.0533 | |
| NeRDIllumination=Varying2020.12 | 27.96 | 95 | — | |
| 4D-GSScene=Dress2026.03 | 27.64 | 97.29 | 0.0239 | |
| InvRenderAverage Runtime=15 hrs, Lighting Setup=single-light2023.04 | 27.367 | 93.4 | 0.089 | |
| Deformable-GSScene=Dress2026.03 | 27.32 | 97.15 | 0.0253 | |
| Efficient-GSScene=Flag2026.03 | 26.72 | 94.83 | 0.0499 | |
| Efficient-GSScene=Average2026.03 | 26.57 | 94.08 | 0.0608 | |
| Efficient-GSScene=Sweater2026.03 | 26.06 | 92.41 | 0.092 | |
| NeRFactorAverage Runtime=> 100 hrs, Lighting Setup=single-light2023.04 | 24.679 | 92.2 | 0.12 | |
| Efficient-GSScene=ShapeNetPlant2026.03 | 24.63 | 94.67 | 0.0532 | |
| DecoRec2026.05 | 23.2017 | 79.19 | 0.1502 | |
| Efficient-GSScene=Dress2026.03 | 22.79 | 94.7 | 0.0481 | |
| Efficient-GSScene=Ficus2026.03 | 22.67 | 89.51 | 0.0906 | |
| AdaMPI2026.05 | 21.9959 | 74.89 | 0.1852 | |
| NeRFIllumination=Varying2020.12 | 21.05 | 89 | — | |
| Gen3DSR2026.05 | 20.1648 | 72.77 | 0.2056 | |
| Poisson2026.05 | 19.3205 | 65.71 | 0.2188 | |
| CRM2026.05 | 13.9334 | 61.49 | 0.527 |