Novel View Synthesis on DTU
34.28PSNRMip-NeRF 360
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Mip-NeRF 3602024.11 | 34.28 | 0.9641 | 0.0698 | — | — | — | |
| Textured GaussiansPercentage of Gaussians=100%2024.11 | 33.61 | 0.9699 | 0.0556 | — | — | — | |
| 3DGS*Percentage of Gaussians=100%2024.11 | 33.54 | 0.9697 | 0.0551 | — | — | — | |
| Textured GaussiansPercentage of Gaussians=10%2024.11 | 32.74 | 0.9661 | 0.0582 | — | — | — | |
| 3DGS*Percentage of Gaussians=10%2024.11 | 32.71 | 0.9627 | 0.0811 | — | — | — | |
| Textured GaussiansPercentage of Gaussians=1%2024.11 | 32.43 | 0.9627 | 0.0694 | — | — | — | |
| COREACategory=Hybrid, Mesh=true, PBR=true2025.12 | 32.27 | 0.955 | 0.094 | — | — | — | |
| DVGOLoss=Distortion loss + CF loss2023.12 | 32.26 | — | — | — | — | 18.8 | |
| DVGOLoss=CF loss2023.12 | 32.23 | — | — | — | — | 18.51 | |
| DVGOLoss=Distortion loss2023.12 | 32.2 | — | — | — | — | 18.47 | |
| DVGO2023.12 | 32.15 | — | — | — | — | 18.19 | |
| PlenoxelsLoss=CF loss2023.12 | 32.08 | — | — | — | — | 16.66 | |
| Plenoxels2023.12 | 31.86 | — | — | — | — | 15.88 | |
| R3DGCategory=3DGS, Mesh=false, PBR=true2025.12 | 31.82 | 0.944 | 0.105 | — | — | — | |
| IBRNetOptimization protocol=Per-scene Optimization, Number of iterations=10K2022.01 | 31.35 | 0.956 | — | 0.131 | 1 | — | |
| 3DGS*Percentage of Gaussians=1%2024.11 | 30.88 | 0.932 | 0.1581 | — | — | — | |
| Point-NeRFOptimization protocol=Per-scene Optimization, Number of iterations=10K2022.01 | 30.12 | 0.957 | — | 0.117 | 20 | — | |
| Xu et al.2024.11 | 30.03 | — | 0.144 | — | — | — | |
| COREASH=true, PBR=true2025.12 | 29.72 | 0.942 | 0.104 | — | — | — | |
| MVSNeRFOptimization protocol=Per-scene Optimization, Number of iterations=10K2022.01 | 28.5 | 0.933 | — | 0.179 | 24 | — | |
| Point-NeRFOptimization protocol=Per-scene Optimization, Number of iterations=1K2022.01 | 28.43 | 0.929 | — | 0.183 | 2 | — | |
| GS-IRCategory=3DGS, Mesh=false, PBR=true2025.12 | 28.29 | 0.874 | 0.173 | — | — | — | |
| See3DNumber of Input Views=32024.12 | 28.04 | 0.884 | 0.073 | — | — | — | |
| ERSPaper=ERS, Implementation Source=Reported2026.02 | 27.85 | 0.94 | 0.06 | — | — | — | |
| GSDFCategory=Hybrid, Mesh=true, PBR=false2025.12 | 27.76 | 0.874 | 0.176 | — | — | — | |
| GS-PullCategory=Hybrid, Mesh=true, PBR=false2025.12 | 27.36 | 0.872 | 0.208 | — | — | — | |
| 3DGSCategory=3DGS, Mesh=false, PBR=false2025.12 | 27.3 | 0.867 | 0.184 | — | — | — | |
| NERFIFYPaper=ERS, Implementation Source=NERFIFY (Ours)2026.02 | 27.02 | 0.9 | 0.12 | — | — | — | |
| NeRFOptimization protocol=Per-scene Optimization, Number of iterations=200K2022.01 | 27.01 | 0.902 | — | 0.263 | 10 | — | |
| MVGDConditioning views=9-view, Evaluation setting=Zero-shot2025.01 | 26.88 | 0.939 | 0.088 | — | — | — | |
| ERSPaper=ERS, Implementation Source=Human Impl.2026.02 | 26.87 | 0.9 | 0.12 | — | — | — | |
| MVSNeRFOptimization protocol=No Per-scene Optimization2022.01 | 26.63 | 0.931 | — | 0.168 | — | — | |
| EVPGSIntegration=RaDe-GS2025.03 | 26.488 | 0.8991 | 0.067 | — | — | — | |
| R3DGSH=true, PBR=true2025.12 | 26.44 | 0.914 | 0.138 | — | — | — | |
| IBRNetOptimization protocol=No Per-scene Optimization2022.01 | 26.04 | 0.917 | — | 0.19 | — | — | |
| CAT3DConditioning views=9-view, Evaluation setting=Zero-shot, Internal dataset pre-training=true2025.01 | 25.92 | 0.928 | 0.073 | — | — | — | |
| RaDe-GS2025.03 | 25.778 | 0.8882 | 0.0753 | — | — | — | |
| FreeNeRFConditioning views=9-view, Evaluation setting=Zero-shot2025.01 | 25.56 | 0.902 | 0.102 | — | — | — | |
| MVGDConditioning views=6-view, Evaluation setting=Zero-shot2025.01 | 25.31 | 0.912 | 0.091 | — | — | — | |
| ReconFusionConditioning views=9-view, Evaluation setting=Zero-shot, Internal dataset pre-training=true2025.01 | 24.62 | 0.921 | 0.094 | — | — | — | |
| GS-IRSH=true, PBR=true2025.12 | 24.56 | 0.752 | 0.206 | — | — | — | |
| CAT3DConditioning views=6-view, Evaluation setting=Zero-shot, Internal dataset pre-training=true2025.01 | 24.28 | 0.899 | 0.095 | — | — | — | |
| Gaussian FrostingCategory=3DGS, Mesh=true, PBR=false2025.12 | 24.22 | 0.755 | 0.265 | — | — | — | |
| Point-NeRFOptimization protocol=No Per-scene Optimization2022.01 | 23.89 | 0.874 | — | 0.203 | — | — | |
| MVGDConditioning views=3-view, Evaluation setting=Zero-shot2025.01 | 23.79 | 0.893 | 0.115 | — | — | — | |
| ReconFusionConditioning views=6-view, Evaluation setting=Zero-shot, Internal dataset pre-training=true2025.01 | 23.62 | 0.904 | 0.105 | — | — | — | |
| Instant-NGP2024.11 | 23.58 | 0.7653 | 0.2603 | — | — | — | |
| FreeNeRFConditioning views=6-view, Evaluation setting=Zero-shot2025.01 | 23.48 | 0.87 | 0.131 | — | — | — | |
| DiscretizedSDFSH=false, PBR=true2025.12 | 22.76 | 0.833 | 0.198 | — | — | — | |
| SimpleNeRFConditioning views=9-view, Evaluation setting=Zero-shot2025.01 | 22.75 | 0.856 | 0.176 | — | — | — | |
| GaussianShaderCategory=3DGS, Mesh=false, PBR=true2025.12 | 22.14 | 0.826 | 0.201 | — | — | — | |
| CAT3DConditioning views=3-view, Evaluation setting=Zero-shot, Internal dataset pre-training=true2025.01 | 22.02 | 0.844 | 0.121 | — | — | — | |
| CAT3DNumber of Input Views=32024.12 | 22.02 | 0.844 | 0.121 | — | — | — | |
| EVPGSIntegration=MVPGS2025.03 | 21.471 | 0.7877 | 0.1643 | — | — | — | |
| MuRFNumber of Input Views=32024.12 | 21.31 | 0.885 | 0.127 | — | — | — | |
| MVPGS2025.03 | 21.032 | 0.7761 | 0.1705 | — | — | — | |
| ReconFusionConditioning views=3-view, Evaluation setting=Zero-shot, Internal dataset pre-training=true2025.01 | 20.74 | 0.875 | 0.124 | — | — | — | |
| ReconFusionNumber of Input Views=32024.12 | 20.74 | 0.875 | 0.124 | — | — | — | |
| BGGSNumber of Input Views=32024.12 | 20.71 | 0.862 | 0.111 | — | — | — | |
| SimpleNeRFConditioning views=6-view, Evaluation setting=Zero-shot2025.01 | 20.6 | 0.828 | 0.19 | — | — | — | |
| FreeNeRFConditioning views=3-view, Evaluation setting=Zero-shot2025.01 | 20.46 | 0.826 | 0.173 | — | — | — | |
| GS-ROR2SH=false, PBR=true2025.12 | 19.76 | 0.812 | 0.219 | — | — | — | |
| SparseNeRF2023.11 | 19.55 | 0.769 | 0.201 | — | — | — | |
| GaussianShaderSH=true, PBR=true2025.12 | 19.49 | 0.719 | 0.393 | — | — | — | |
| EdgeNeRFSetting=Optimized per Scene, Input Views=32026.01 | 19.42 | 0.828 | 0.205 | — | — | — | |
| SPFSplatV2-LPose Requirement Category=Self-Supervised Pose-Free, Pose Alignment=true, Training Dataset=RE10K2025.09 | 19.316 | 0.671 | 0.229 | — | — | — | |
| PixelNeRFOptimization protocol=No Per-scene Optimization2022.01 | 19.31 | 0.789 | — | 0.382 | — | — | |
| SVNVSInput View Number=62021.03 | 19.2 | 0.721 | 0.303 | — | — | — | |
| pixelNeRFSetting=Training on DTU and Optimized per Scene, Fine-tuned (ft)=true, Input Views=32026.01 | 18.95 | 0.71 | 0.269 | — | — | — | |
| DNGaussian2023.11 | 18.91 | 0.79 | 0.176 | — | — | — | |
| RegNeRFSetting=Optimized per Scene, Input Views=32026.01 | 18.89 | 0.745 | 0.19 | — | — | — | |
| RegNeRF2023.11 | 18.89 | 0.745 | 0.19 | — | — | — | |
| SparseGS2023.11 | 18.89 | 0.834 | 0.178 | — | — | — | |
| MVSNeRFSetting=Training on DTU, Input Views=32026.01 | 18.63 | 0.769 | 0.197 | — | — | — | |
| RegNeRFSetting=Optimized per Scene, appearance regularization=false, Input Views=32026.01 | 18.55 | 0.811 | 0.193 | — | — | — | |
| MVSNeRFSetting=Training on DTU and Optimized per Scene, Fine-tuned (ft)=true, Input Views=32026.01 | 18.54 | 0.769 | 0.197 | — | — | — | |
| SPFSplatV2Pose Requirement Category=Self-Supervised Pose-Free, Pose Alignment=true, Training Dataset=RE10K2025.09 | 18.506 | 0.663 | 0.246 | — | — | — | |
| FSGS2023.11 | 18.36 | 0.707 | 0.232 | — | — | — | |
| SPFSplatPose Requirement Category=Self-Supervised Pose-Free, Pose Alignment=true, Training Dataset=RE10K2025.09 | 18.297 | 0.66 | 0.255 | — | — | — | |
| Uni3Rzero-shot=true, trained on=RE10k2025.08 | 18.256 | — | 0.266 | — | — | — | |
| ZeroNVSConditioning views=9-view, Evaluation setting=Zero-shot, Fine-tuning=true2025.01 | 17.92 | 0.745 | 0.2 | — | — | — | |
| NoPoSplatzero-shot=true, trained on=RE10k2025.08 | 17.899 | — | 0.279 | — | — | — | |
| NoPoSplatPose Requirement Category=Supervised Pose-Free, Pose Alignment=true, Training Dataset=RE10K2025.09 | 17.899 | 0.629 | 0.279 | — | — | — | |
| SVNVSInput View Number=42021.03 | 17.84 | 0.646 | 0.359 | — | — | — | |
| EVSInput View Number=62021.03 | 17.83 | 0.645 | 0.32 | — | — | — | |
| SPFSplatV2-LPose Requirement Category=Self-Supervised Pose-Free, Pose Alignment=false, Training Dataset=RE10K2025.09 | 17.739 | 0.653 | 0.228 | — | — | — | |
| ZeroNVSConditioning views=6-view, Evaluation setting=Zero-shot, Fine-tuning=true2025.01 | 17.7 | 0.737 | 0.205 | — | — | — | |
| SVNVSInput View Number=22021.03 | 17.54 | 0.625 | 0.362 | — | — | — | |
| FSGSNumber of Input Views=32024.12 | 17.34 | 0.818 | 0.169 | — | — | — | |
| pixelNeRFSetting=Training on DTU, Input Views=32026.01 | 16.82 | 0.695 | 0.27 | — | — | — | |
| SPFSplatV2Pose Requirement Category=Self-Supervised Pose-Free, Pose Alignment=false, Training Dataset=RE10K2025.09 | 16.793 | 0.584 | 0.265 | — | — | — | |
| ZeroNVSConditioning views=3-view, Evaluation setting=Zero-shot, Fine-tuning=true2025.01 | 16.71 | 0.716 | 0.223 | — | — | — | |
| ZeroNVSNumber of Input Views=3, Variant=Modified2024.12 | 16.71 | 0.716 | 0.223 | — | — | — | |
| Mip-NeRF 3602023.11 | 16.71 | 0.757 | 0.239 | — | — | — | |
| SPFSplatPose Requirement Category=Self-Supervised Pose-Free, Pose Alignment=false, Training Dataset=RE10K2025.09 | 16.55 | 0.579 | 0.27 | — | — | — | |
| SimpleNeRFConditioning views=3-view, Evaluation setting=Zero-shot2025.01 | 16.25 | 0.751 | 0.249 | — | — | — | |
| HiSplatTraining Dataset=RE10K2026.02 | 16.019 | 0.671 | 0.277 | — | — | — | |
| MVGenMasterCondition views=3-view (100)2024.11 | 15.856 | 0.585 | 0.314 | — | — | — | |
| SRFSetting=Training on DTU and Optimized per Scene, Fine-tuned (ft)=true, Input Views=32026.01 | 15.68 | 0.698 | 0.281 | — | — | — | |
| DepthSplatNumber of Input Views=32024.12 | 15.59 | 0.525 | 0.373 | — | — | — |