Surface Reconstruction on DTU (All Scans Metrics)
2.14Scan 24 Metric Value3DGS
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3DGS2026.01 | 2.14 | 1.53 | 2.08 | 1.68 | 3.49 | 2.21 | 1.43 | 2.07 | 2.22 | 1.75 | 1.79 | 2.55 | 1.53 | 1.52 | 1.5 | 1.96 | 11.2 | — | |
| 3DGSTraining Time=11.2m2025.12 | 2.14 | 1.53 | 2.08 | 1.68 | 3.49 | 2.21 | 1.43 | 2.07 | 2.22 | 1.75 | 1.79 | 2.55 | 1.53 | 1.52 | 1.5 | — | — | 1.97 | |
| SuGaR2026.01 | 1.47 | 1.33 | 1.13 | 0.61 | 2.25 | 1.71 | 1.15 | 1.63 | 1.62 | 1.07 | 0.79 | 2.45 | 0.98 | 0.88 | 0.79 | 1.33 | 1 | — | |
| SuGaRTraining Time=1h2025.12 | 1.47 | 1.33 | 1.13 | 0.61 | 2.25 | 1.71 | 1.15 | 1.63 | 1.62 | 1.07 | 0.79 | 2.45 | 0.98 | 0.88 | 0.79 | — | — | 1.32 | |
| VolSDF2026.01 | 1.14 | 1.26 | 0.81 | 0.49 | 1.25 | 0.7 | 0.72 | 1.29 | 1.18 | 0.7 | 0.66 | 1.08 | 0.42 | 0.61 | 0.55 | 0.86 | — | — | |
| VolSDFCategory=Implicit, Training Time=> 12h2026.01 | 1.14 | 1.26 | 0.81 | 0.49 | 1.25 | 0.7 | 0.72 | 1.29 | 1.18 | 0.7 | 0.66 | 1.08 | 0.42 | 0.61 | 0.55 | 0.86 | — | — | |
| VolSDFTraining Time=>12h2025.12 | 1.14 | 1.26 | 0.81 | 0.49 | 1.25 | 0.7 | 0.72 | 1.29 | 1.18 | 0.7 | 0.66 | 1.08 | 0.42 | 0.61 | 0.55 | — | — | 0.86 | |
| NeuS2026.01 | 1 | 1.37 | 0.93 | 0.43 | 1.1 | 0.65 | 0.57 | 1.48 | 1.09 | 0.83 | 0.52 | 1.2 | 0.35 | 0.49 | 0.54 | 0.84 | — | — | |
| NeuSCategory=Implicit, Training Time=> 12h2026.01 | 1 | 1.37 | 0.93 | 0.43 | 1.1 | 0.65 | 0.57 | 1.48 | 1.09 | 0.83 | 0.52 | 1.2 | 0.35 | 0.49 | 0.54 | 0.84 | — | — | |
| NeuSTraining Time=>12h2025.12 | 1 | 1.37 | 0.93 | 0.43 | 1.1 | 0.65 | 0.57 | 1.48 | 1.09 | 0.83 | 0.52 | 1.2 | 0.35 | 0.49 | 0.54 | — | — | 0.84 | |
| MonoSDFCategory=Implicit, Training Time=6h2026.01 | 0.66 | 0.88 | 0.43 | 0.4 | 0.87 | 0.78 | 0.81 | 1.23 | 1.18 | 0.66 | 0.66 | 0.96 | 0.41 | 0.57 | 0.51 | 0.73 | — | — | |
| SVRasterCategory=Explicit, Training Time=0.1h/0.05h*2026.01 | 0.61 | 0.74 | 0.41 | 0.36 | 0.93 | 0.75 | 0.94 | 1.33 | 1.4 | 0.61 | 0.63 | 1.19 | 0.43 | 0.57 | 0.44 | 0.76 | — | — | |
| GS2MeshCategory=Explicit, Training Time=0.3h2026.01 | 0.59 | 0.79 | 0.7 | 0.38 | 0.78 | 1 | 0.69 | 1.25 | 0.96 | 0.59 | 0.5 | 0.68 | 0.37 | 0.5 | 0.46 | 0.68 | — | — | |
| VCR-GauSCategory=Explicit, Training Time=~1h2026.01 | 0.55 | 0.91 | 0.4 | 0.43 | 0.97 | 0.95 | 0.84 | 1.39 | 1.3 | 0.9 | 0.76 | 0.92 | 0.44 | 0.75 | 0.54 | 0.8 | — | — | |
| GOF2026.01 | 0.5 | 0.82 | 0.37 | 0.37 | 1.12 | 0.74 | 0.73 | 1.18 | 1.29 | 0.68 | 0.77 | 0.9 | 0.42 | 0.66 | 0.49 | 0.74 | 1 | — | |
| GOFCategory=Explicit, Training Time=1h2026.01 | 0.5 | 0.82 | 0.37 | 0.37 | 1.12 | 0.74 | 0.73 | 1.18 | 1.29 | 0.68 | 0.77 | 0.9 | 0.42 | 0.66 | 0.49 | 0.74 | — | — | |
| GOFTraining Time=2h2025.12 | 0.5 | 0.82 | 0.37 | 0.37 | 1.12 | 0.74 | 0.73 | 1.18 | 1.29 | 0.68 | 0.77 | 0.9 | 0.42 | 0.66 | 0.49 | — | — | 0.74 | |
| 2DGS2026.01 | 0.48 | 0.91 | 0.39 | 0.39 | 1.01 | 0.83 | 0.81 | 1.36 | 1.27 | 0.76 | 0.7 | 1.4 | 0.4 | 0.76 | 0.52 | 0.8 | 19.2 | — | |
| 2DGSCategory=Explicit, Training Time=0.2h2026.01 | 0.48 | 0.91 | 0.39 | 0.39 | 1.01 | 0.83 | 0.81 | 1.36 | 1.27 | 0.76 | 0.7 | 1.4 | 0.4 | 0.76 | 0.52 | 0.8 | — | — | |
| 2DGSTraining Time=0.32h2025.12 | 0.48 | 0.91 | 0.39 | 0.39 | 1.01 | 0.83 | 0.81 | 1.36 | 1.27 | 0.76 | 0.7 | 1.4 | 0.4 | 0.76 | 0.52 | — | — | 0.8 | |
| RaDe-GSTraining Time=10m2025.12 | 0.46 | 0.73 | 0.33 | 0.38 | 0.79 | 0.75 | 0.76 | 1.19 | 1.22 | 0.62 | 0.7 | 0.78 | 0.36 | 0.68 | 0.47 | — | — | 0.68 | |
| MonoGSDFCategory=Explicit, Training Time=hrs2026.01 | 0.45 | 0.65 | 0.36 | 0.36 | 0.94 | 0.7 | 0.67 | 1.27 | 0.99 | 0.63 | 0.49 | 0.84 | 0.39 | 0.53 | 0.47 | 0.65 | — | — | |
| PGSR2026.01 | 0.4 | 0.6 | 0.39 | 0.37 | 0.78 | 0.59 | 0.53 | 1.18 | 0.67 | 0.63 | 0.48 | 0.62 | 0.34 | 0.42 | 0.39 | 0.56 | 40 | — | |
| QGS2026.01 | 0.38 | 0.62 | 0.37 | 0.38 | 0.75 | 0.55 | 0.51 | 1.12 | 0.68 | 0.61 | 0.46 | 0.58 | 0.35 | 0.41 | 0.4 | 0.54 | 48 | — | |
| GeoNeuSCategory=Implicit, Training Time=> 12h2026.01 | 0.38 | 0.54 | 0.34 | 0.36 | 0.8 | 0.45 | 0.41 | 1.03 | 0.84 | 0.55 | 0.46 | 0.47 | 0.29 | 0.36 | 0.35 | 0.51 | — | — | |
| Neuralangelo2026.01 | 0.37 | 0.72 | 0.35 | 0.35 | 0.87 | 0.54 | 0.53 | 1.29 | 0.97 | 0.73 | 0.47 | 0.74 | 0.32 | 0.41 | 0.43 | 0.61 | — | — | |
| NeuralangeloCategory=Implicit, Training Time=> 128h2026.01 | 0.37 | 0.72 | 0.35 | 0.35 | 0.87 | 0.54 | 0.53 | 1.29 | 0.97 | 0.73 | 0.47 | 0.74 | 0.32 | 0.41 | 0.43 | 0.61 | — | — | |
| NeuralangeloTraining Time=>12h2025.12 | 0.37 | 0.72 | 0.35 | 0.35 | 0.87 | 0.54 | 0.53 | 1.29 | 0.97 | 0.73 | 0.47 | 0.74 | 0.32 | 0.41 | 0.43 | — | — | 0.61 | |
| PGSRCategory=Explicit, Training Time=0.5h2026.01 | 0.36 | 0.57 | 0.38 | 0.33 | 0.78 | 0.58 | 0.5 | 1.08 | 0.63 | 0.59 | 0.46 | 0.54 | 0.3 | 0.38 | 0.34 | 0.52 | — | — | |
| TriaGSTraining Time=0.4h2025.12 | 0.35 | 0.58 | 0.28 | 0.31 | 0.72 | 0.62 | 0.49 | 0.97 | 0.72 | 0.48 | 0.45 | 0.46 | 0.28 | 0.39 | 0.34 | — | — | 0.5 | |
| PGSRTraining Time=0.6h2025.12 | 0.34 | 0.58 | 0.29 | 0.29 | 0.78 | 0.58 | 0.54 | 1.01 | 0.73 | 0.51 | 0.49 | 0.69 | 0.31 | 0.37 | 0.38 | — | — | 0.53 | |
| GVGS2026.01 | 0.33 | 0.54 | 0.34 | 0.32 | 0.79 | 0.52 | 0.47 | 1.04 | 0.62 | 0.58 | 0.38 | 0.55 | 0.3 | 0.34 | 0.33 | 0.5 | 43 | — | |
| GeoSVRCategory=Explicit, Training Time=0.8h/0.2h*2026.01 | 0.32 | 0.51 | 0.3 | 0.33 | 0.71 | 0.48 | 0.42 | 1.03 | 0.62 | 0.56 | 0.33 | 0.46 | 0.3 | 0.34 | 0.32 | 0.47 | — | — | |
| OursCategory=Explicit, Training Time=0.4h*2026.01 | 0.32 | 0.5 | 0.3 | 0.32 | 0.69 | 0.5 | 0.42 | 1 | 0.62 | 0.55 | 0.33 | 0.46 | 0.3 | 0.32 | 0.31 | 0.46 | — | — |