Novel View Synthesis on DL3DV
28.141PSNRDepthSplat
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DepthSplatTraining Dataset=RE10K2026.02 | 28.141 | 0.905 | 0.083 | — | — | — | |
| SurfSplatTraining Dataset=RE10K2026.02 | 27.384 | 0.89 | 0.106 | — | — | — | |
| pixelSplatTraining Dataset=RE10K2026.02 | 27.201 | 0.882 | 0.104 | — | — | — | |
| HiSplatTraining Dataset=RE10K2026.02 | 26.242 | 0.869 | 0.112 | — | — | — | |
| 3DGSOverlap Level=Large (Dense)2025.12 | 25.63 | 0.8376 | 0.1985 | — | — | — | |
| 3DGSOverlap Level=Medium (Regular)2025.12 | 25.55 | 0.8365 | 0.2 | — | — | — | |
| SelfiOverlap Level=Large (Dense)2025.12 | 24.94 | 0.8442 | 0.1566 | — | — | — | |
| IDESplatNumber of Views=62026.01 | 24.61 | 0.829 | 0.146 | — | — | — | |
| DepthSplatNumber of Views=62026.01 | 24.19 | 0.823 | 0.147 | — | — | — | |
| TranSplatTraining Dataset=RE10K2026.02 | 23.913 | 0.771 | 0.161 | — | — | — | |
| MVSplatTraining Dataset=RE10K2026.02 | 23.841 | 0.768 | 0.156 | — | — | — | |
| 3DGSOverlap Level=Average2025.12 | 23.59 | 0.779 | 0.2501 | — | — | — | |
| IDESplatNumber of Views=42026.01 | 23.53 | 0.789 | 0.176 | — | — | — | |
| DepthSplatNumber of Views=42026.01 | 23.12 | 0.78 | 0.178 | — | — | — | |
| MVSplatNumber of Views=62026.01 | 22.93 | 0.775 | 0.193 | — | — | — | |
| SelfiOverlap Level=Medium (Regular)2025.12 | 22.52 | 0.8057 | 0.1903 | — | — | — | |
| SelfiOverlap Level=Average2025.12 | 22.3 | 0.7929 | 0.2019 | — | — | — | |
| LGTMInputs=Single-view, Baseline=Flash3D, Render Resolution=1024×576 (1K), Primitive Resolution=512×288, Texture Size=2×22026.03 | 21.91 | 0.708 | 0.215 | — | — | — | |
| LGTMInputs=Single-view, Baseline=Flash3D, Render Resolution=4096×2304 (4K), Primitive Resolution=512×288, Texture Size=8×82026.03 | 21.778 | 0.766 | 0.219 | — | — | — | |
| WorldMirrorOverlap Level=Large (Dense)2025.12 | 21.76 | 0.7389 | 0.2162 | — | — | — | |
| MVSplatNumber of Views=42026.01 | 21.63 | 0.721 | 0.233 | — | — | — | |
| LGTMInputs=Single-view, Baseline=Flash3D, Render Resolution=2048×1152 (2K), Primitive Resolution=512×288, Texture Size=4×42026.03 | 21.552 | 0.712 | 0.224 | — | — | — | |
| Flash3D (2DGS)Inputs=Single-view, Render Resolution=1024×576 (1K), Primitive Resolution=512×288, Texture Size=-2026.03 | 21.447 | 0.676 | 0.267 | — | — | — | |
| RayZerSelf-supervised=true, Training Data=DL3DV [33]2025.12 | 21.4 | — | — | — | — | — | |
| pixelSplatTraining Data=RE10K, Supervision=Supervised, Random Initialization=false2026.03 | 21.37 | 0.713 | 0.25 | — | — | — | |
| Flash3D (3DGS)Inputs=Single-view, Render Resolution=1024×576 (1K), Primitive Resolution=512×288, Texture Size=-2026.03 | 21.353 | 0.672 | 0.274 | — | — | — | |
| RayZerSelf-supervised=true, Training Data=7 datasets2025.12 | 20.8 | — | — | — | — | — | |
| LGTMInputs=Multi-view, Baseline=VGGT, Render Resolution=1036×560 (1K), Primitive Resolution=518×280, Texture Size=2×22026.03 | 20.645 | 0.676 | 0.325 | — | — | — | |
| MVSplatTraining Data=RE10K, Supervision=Supervised, Random Initialization=false2026.03 | 20.344 | 0.673 | 0.258 | — | — | — | |
| Flash3D (2DGS)Inputs=Single-view, Render Resolution=4096×2304 (4K), Primitive Resolution=512×288, Texture Size=-2026.03 | 20.322 | 0.725 | 0.371 | — | — | — | |
| E-RayZerSelf-supervised=true, Training Data=DL3DV [33]2025.12 | 20.3 | — | — | — | — | — | |
| VGGT (3DGS)Inputs=Multi-view, Render Resolution=1036×560 (1K), Primitive Resolution=518×280, Texture Size=-2026.03 | 20.278 | 0.649 | 0.336 | — | — | — | |
| Flash3D (2DGS)Inputs=Single-view, Render Resolution=2048×1152 (2K), Primitive Resolution=512×288, Texture Size=-2026.03 | 20.276 | 0.653 | 0.358 | — | — | — | |
| VGGT (2DGS)Inputs=Multi-view, Render Resolution=1036×560 (1K), Primitive Resolution=518×280, Texture Size=-2026.03 | 20.177 | 0.646 | 0.341 | — | — | — | |
| Off-The-GridViews=32025.12 | 20.12 | 0.6629 | 0.2962 | 115.2 | — | — | |
| NAS3RTraining Data=DL3DV, Supervision=Self-Supervised, Random Initialization=false2026.03 | 20.069 | 0.588 | 0.281 | — | — | — | |
| Flash3D (3DGS)Inputs=Single-view, Render Resolution=4096×2304 (4K), Primitive Resolution=512×288, Texture Size=-2026.03 | 20.068 | 0.724 | 0.399 | — | — | — | |
| LGTMInputs=Multi-view, Baseline=VGGT, Render Resolution=2072×1120 (2K), Primitive Resolution=518×280, Texture Size=4×42026.03 | 19.99 | 0.661 | 0.361 | — | — | — | |
| IDESplatNumber of Views=22026.01 | 19.93 | 0.635 | 0.3 | — | — | — | |
| Flash3D (3DGS)Inputs=Single-view, Render Resolution=2048×1152 (2K), Primitive Resolution=512×288, Texture Size=-2026.03 | 19.911 | 0.643 | 0.368 | — | — | — | |
| E-RayZerSelf-supervised=true, Training Data=7 datasets2025.12 | 19.7 | — | — | — | — | — | |
| 3DGSOverlap Level=Small (Sparse)2025.12 | 19.58 | 0.6628 | 0.3517 | — | — | — | |
| NAS3RTraining Data=RE10K, Supervision=Self-Supervised, Random Initialization=false2026.03 | 19.507 | 0.573 | 0.293 | — | — | — | |
| VGGT (3DGS)Inputs=Multi-view, Render Resolution=2072×1120 (2K), Primitive Resolution=518×280, Texture Size=-2026.03 | 19.461 | 0.644 | 0.38 | — | — | — | |
| SelfiOverlap Level=Small (Sparse)2025.12 | 19.46 | 0.7288 | 0.2589 | — | — | — | |
| DepthSplatNumber of Views=22026.01 | 19.31 | 0.615 | 0.31 | — | — | — | |
| VGGT (2DGS)Inputs=Multi-view, Render Resolution=2072×1120 (2K), Primitive Resolution=518×280, Texture Size=-2026.03 | 19.273 | 0.641 | 0.392 | — | — | — | |
| Off-The-GridViews=62025.12 | 19.19 | 0.6051 | 0.3321 | 230.4 | — | — | |
| FlareOverlap Level=Large (Dense)2025.12 | 18.93 | 0.5364 | 0.2429 | — | — | — | |
| AnySplatOverlap Level=Large (Dense)2025.12 | 18.84 | 0.5665 | 0.2949 | — | — | — | |
| SelfSplatTraining Data=DL3DV, Supervision=Self-Supervised, Random Initialization=false2026.03 | 18.685 | 0.585 | 0.417 | — | — | — | |
| Off-The-GridViews=92025.12 | 18.66 | 0.5749 | 0.3537 | 345.6 | — | — | |
| VGGT + DepthSplatViews=32025.12 | 18.61 | 0.6057 | 0.3374 | 344.1 | — | — | |
| Off-The-GridViews=122025.12 | 18.37 | 0.5563 | 0.3695 | 460.4 | — | — | |
| NoPoSplatTraining Data=RE10K, Supervision=Supervised, Random Initialization=true2026.03 | 18.235 | 0.518 | 0.364 | — | — | — | |
| AnySplatViews=62025.12 | 18.17 | 0.5455 | 0.3353 | 513.9 | — | — | |
| SPFSplatTraining Data=RE10K, Supervision=Self-Supervised, Random Initialization=true2026.03 | 18.091 | 0.48 | 0.358 | — | — | — | |
| AnySplatViews=92025.12 | 18.05 | 0.5322 | 0.353 | 1,165.2 | — | — | |
| VGGT + DepthSplatViews=62025.12 | 18.02 | 0.5665 | 0.3828 | 688.1 | — | — | |
| AnySplatViews=122025.12 | 17.93 | 0.5226 | 0.37 | 2,152.7 | — | — | |
| WorldMirrorOverlap Level=Average2025.12 | 17.92 | 0.5843 | 0.3365 | — | — | — | |
| AnySplatViews=32025.12 | 17.64 | 0.542 | 0.3309 | 314.8 | — | — | |
| VGGT + DepthSplatViews=92025.12 | 17.57 | 0.542 | 0.4185 | 1,032.2 | — | — | |
| MVSplatNumber of Views=22026.01 | 17.54 | 0.529 | 0.402 | — | — | — | |
| One2Scene2026.02 | 17.35 | 0.506 | 0.343 | — | 0.181 | 16.84 | |
| E-RayZerSelf-supervised=true, Training Data=RE10K [81]2025.12 | 17.3 | — | — | — | — | — | |
| VGGT + DepthSplatViews=122025.12 | 17.28 | 0.5226 | 0.4453 | 1,376.3 | — | — | |
| SelfSplatTraining Data=RE10K, Supervision=Self-Supervised, Random Initialization=false2026.03 | 17.159 | 0.538 | 0.4 | — | — | — | |
| WorldMirrorOverlap Level=Medium (Regular)2025.12 | 17.03 | 0.55 | 0.3571 | — | — | — | |
| MVSplat3602026.02 | 16.37 | 0.453 | 0.439 | — | 0.238 | 18.32 | |
| FlareOverlap Level=Average2025.12 | 16.02 | 0.4101 | 0.3952 | — | — | — | |
| MVSplat2026.02 | 15.94 | 0.441 | 0.459 | — | 0.282 | 73.91 | |
| PixelSplat2026.02 | 15.32 | 0.422 | 0.517 | — | 0.374 | 139.75 | |
| FlareOverlap Level=Medium (Regular)2025.12 | 15.26 | 0.3715 | 0.4281 | — | — | — | |
| SPFSplatSelf-supervised=false, Training Data=RE10K [81] (+ extra), Initialization=MASt3R [12]2025.12 | 15.1 | — | — | — | — | — | |
| WorldMirrorOverlap Level=Small (Sparse)2025.12 | 14.98 | 0.4641 | 0.4363 | — | — | — | |
| AnySplatOverlap Level=Average2025.12 | 14.94 | 0.4254 | 0.4189 | — | — | — | |
| FLAREViews=92025.12 | 14.38 | 0.4697 | 0.5472 | 1,769.4 | — | — | |
| FLAREViews=122025.12 | 14.24 | 0.4442 | 0.5397 | 2,359.2 | — | — | |
| FLAREViews=62025.12 | 14.12 | 0.4523 | 0.5318 | 1,179.6 | — | — | |
| AnySplatOverlap Level=Medium (Regular)2025.12 | 14.01 | 0.3845 | 0.4447 | — | — | — | |
| FlareOverlap Level=Small (Sparse)2025.12 | 13.86 | 0.3223 | 0.5145 | — | — | — | |
| FLAREViews=32025.12 | 13.64 | 0.5808 | 0.3755 | 589.8 | — | — | |
| AnySplatOverlap Level=Small (Sparse)2025.12 | 11.97 | 0.3251 | 0.5173 | — | — | — |