Surface Reconstruction on Tanks and Temples
54MeanGaussian Wrapping
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gaussian WrappingRepresentation=Explicit, Pivot points=92026.04 | 54 | 65 | 50 | 35 | 75 | 39 | 61 | — | — | — | — | — | — | 0.45 | — | — | |
| GSPriorClass=Explicit2026.03 | 51 | 66 | 43 | 20 | 80 | 31 | 64 | — | — | — | — | — | — | — | — | — | |
| NeuralangeloTraining Time=>24h2025.12 | 50 | 70 | 24 | 13 | 89 | 32 | 48 | — | — | — | — | — | — | — | — | — | |
| NeuralangeloClass=Implicit2026.03 | 50 | 70 | 36 | 28 | 89 | 32 | 48 | — | — | — | — | — | — | — | — | — | |
| PGSRClass=Explicit2026.03 | 50 | 66 | 41 | 21 | 80 | 29 | 60 | — | — | — | — | — | — | — | — | — | |
| QGSClass=Explicit2026.03 | 50 | 55 | 40 | 28 | 81 | 31 | 64 | — | — | — | — | — | — | — | — | — | |
| Geo-NeusRepresentation=Implicit2026.04 | 50 | 70 | 36 | 28 | 89 | 32 | 48 | — | — | — | — | — | — | 0.4 | — | — | |
| Gaussian WrappingRepresentation=Explicit, Pivot points=22026.04 | 50 | 58 | 48 | 30 | 70 | 33 | 58 | — | — | — | — | — | — | 0.45 | — | — | |
| MILo (GOF base)Representation=Explicit2026.04 | 49 | 59 | 39 | 29 | 78 | 26 | 62 | — | — | — | — | — | — | 2.5 | — | — | |
| GOFTraining Time=>1h2025.12 | 46 | 51 | 41 | 28 | 68 | 28 | 58 | — | — | — | — | — | — | — | — | — | |
| GOFClass=Explicit2026.03 | 46 | 51 | 41 | 28 | 68 | 28 | 59 | — | — | — | — | — | — | — | — | — | |
| GOFRepresentation=Explicit2026.04 | 46 | 51 | 41 | 28 | 68 | 28 | 59 | — | — | — | — | — | — | 1.15 | — | — | |
| GEFTraining Time=50 min2025.12 | 44 | 48 | 35 | 25 | 75 | 27 | 56 | — | — | — | — | — | — | — | — | — | |
| QGSRepresentation=Explicit2026.04 | 44 | 43 | 31 | 26 | 79 | 25 | 60 | — | — | — | — | — | — | 2 | — | — | |
| GS-PullTime=37.6m2024.10 | 43 | 60 | 37 | 16 | 71 | 22 | 52 | — | — | — | — | — | — | — | — | — | |
| GS-PullClass=Explicit2026.03 | 43 | 60 | 37 | 16 | 71 | 22 | 52 | — | — | — | — | — | — | — | — | — | |
| UDFRepresentation=Implicit2026.04 | 43 | 60 | 37 | 16 | 71 | 22 | 52 | — | — | — | — | — | — | 0.6267 | — | — | |
| VCR-GauSMethod Category=Gaussian-based2024.06 | 40 | — | — | — | — | — | — | 62 | 26 | 19 | 61 | 19 | 52 | 53 | 145 | — | |
| NeuralangeloRepresentation=Implicit2026.04 | 40 | 19 | 9 | 30 | 46 | 40 | 44 | — | — | — | — | — | — | 1.2167 | — | — | |
| RaDe-GSRepresentation=Explicit2026.04 | 40 | 43 | 32 | 21 | 69 | 25 | 51 | — | — | — | — | — | — | 0.1917 | — | — | |
| VCR-GauSRepresentation=Explicit2026.04 | 40 | 62 | 26 | 19 | 61 | 19 | 52 | — | — | — | — | — | — | 0.8833 | — | — | |
| MonoSDFMethod Category=NeuS-based2024.06 | 39 | — | — | — | — | — | — | 49 | 31 | 12 | 78 | 23 | 42 | — | — | — | |
| MonoSDFClass=Implicit2026.03 | 39 | 49 | 31 | 12 | 78 | 23 | 42 | — | — | — | — | — | — | — | — | — | |
| NeuSTime=~12h2024.10 | 38 | 29 | 29 | 17 | 83 | 24 | 45 | — | — | — | — | — | — | — | — | — | |
| NeuSMethod Category=NeuS-based2024.06 | 38 | — | — | — | — | — | — | 29 | 29 | 17 | 83 | 24 | 45 | — | — | — | |
| NeuSTraining Time=>24h2025.12 | 38 | 29 | 29 | 17 | 83 | 24 | 45 | — | — | — | — | — | — | — | — | — | |
| NeuSClass=Implicit2026.03 | 38 | 29 | 29 | 17 | 83 | 24 | 45 | — | — | — | — | — | — | — | — | — | |
| GSDFRepresentation=Implicit2026.04 | 38 | 29 | 29 | 17 | 83 | 24 | 45 | — | — | — | — | — | — | 0.4 | — | — | |
| Geo-NeusMethod Category=NeuS-based2024.06 | 35 | — | — | — | — | — | — | 33 | 26 | 12 | 72 | 20 | 45 | — | — | — | |
| Geo-NeuSClass=Implicit2026.03 | 35 | 33 | 26 | 12 | 72 | 20 | 45 | — | — | — | — | — | — | — | — | — | |
| NeuSRepresentation=Implicit2026.04 | 35 | 33 | 26 | 12 | 72 | 20 | 45 | — | — | — | — | — | — | 0.4 | — | — | |
| 2DGSTime=39.4m2024.10 | 32 | 41 | 23 | 16 | 51 | 17 | 45 | — | — | — | — | — | — | — | — | — | |
| 2DGSTraining Time=15.5 min2025.12 | 32 | 45 | 36 | 28 | 50 | 18 | 48 | — | — | — | — | — | — | — | — | — | |
| 2DGSMethod Category=Gaussian-based2024.06 | 30 | — | — | — | — | — | — | 36 | 23 | 13 | 44 | 16 | 26 | 34.2 | — | — | |
| 2DGSClass=Explicit2026.03 | 30 | 36 | 23 | 13 | 44 | 16 | 26 | — | — | — | — | — | — | — | — | — | |
| 2DGSRepresentation=Explicit2026.04 | 30 | 36 | 23 | 13 | 44 | 21 | 26 | — | — | — | — | — | — | 0.205 | — | — | |
| GaussianRepresentation=Implicit2026.04 | 22 | 27 | 17 | 3 | 38 | 17 | 30 | — | — | — | — | — | — | 1.5 | — | — | |
| GSurfelsTime=15.1m2024.10 | 21 | 24 | 22 | 7 | 39 | 12 | 24 | — | — | — | — | — | — | — | — | — | |
| GSurfelsClass=Explicit2026.03 | 21 | 24 | 22 | 7 | 39 | 12 | 24 | — | — | — | — | — | — | — | — | — | |
| SuGaRTime=2.1h2024.10 | 19 | 14 | 16 | 8 | 33 | 15 | 26 | — | — | — | — | — | — | — | — | — | |
| SuGaRMethod Category=Gaussian-based2024.06 | 19 | — | — | — | — | — | — | 14 | 16 | 8 | 33 | 15 | 26 | — | 159 | — | |
| SuGaRTraining Time=>1h2025.12 | 19 | 14 | 8 | 8 | 33 | 15 | 43 | — | — | — | — | — | — | — | — | — | |
| SuGaRClass=Explicit2026.03 | 19 | 14 | 16 | 8 | 33 | 15 | 26 | — | — | — | — | — | — | — | — | — | |
| SuGaRRepresentation=Explicit2026.04 | 19 | 14 | 13 | 36 | 51 | 43 | 43 | — | — | — | — | — | — | 1.2167 | — | — | |
| GS-PullRepresentation=Implicit2026.04 | 18 | 16 | 11 | — | 34 | 1 | 25 | — | — | — | — | — | — | 1.1667 | — | — | |
| DN-SplatterTime=54.9m2024.10 | 12 | 15 | 11 | 7 | 18 | 1 | 20 | — | — | — | — | — | — | — | — | — | |
| 3DGSTime=20.5m2024.10 | 9 | 13 | 8 | 9 | 4 | 1 | 19 | — | — | — | — | — | — | — | — | — | |
| 3DGSMethod Category=Gaussian-based2024.06 | 9 | — | — | — | — | — | — | 13 | 8 | 9 | 4 | 1 | 19 | 14.3 | 68 | — | |
| 3DGSTraining Time=7.9 min2025.12 | 9 | 13 | 8 | 9 | 9 | 1 | 19 | — | — | — | — | — | — | — | — | — | |
| 3DGSClass=Explicit2026.03 | 9 | 13 | 8 | 9 | 4 | 1 | 19 | — | — | — | — | — | — | — | — | — | |
| 3DGSRepresentation=Explicit2026.04 | 9 | 13 | 8 | 23 | 41 | 32 | 31 | — | — | — | — | — | — | 0.1317 | — | — | |
| VGGT*Threshold factor=x102025.12 | 0.69 | 69 | 56 | 0.67 | 70 | 79 | 74 | — | — | — | — | — | — | — | — | 221.45 | |
| LiteVGGTThreshold factor=x102025.12 | 0.57 | 60 | 43 | 0.6 | 45 | 74 | 59 | — | — | — | — | — | — | — | — | 29.52 | |
| FastVGGTThreshold factor=x102025.12 | 0.54 | 56 | 42 | 0.61 | 48 | 61 | 59 | — | — | — | — | — | — | — | — | 66.2 | |
| VGGT*Threshold factor=x52025.12 | 0.53 | 54 | 33 | 0.5 | 54 | 63 | 62 | — | — | — | — | — | — | — | — | 221.45 | |
| LiteVGGTThreshold factor=x52025.12 | 0.4 | 44 | 26 | 0.44 | 30 | 57 | 41 | — | — | — | — | — | — | — | — | 29.52 | |
| FastVGGTThreshold factor=x52025.12 | 0.38 | 37 | 27 | 0.44 | 34 | 43 | 45 | — | — | — | — | — | — | — | — | 66.2 | |
| VGGTThreshold factor=x52025.12 | — | 54 | 33 | — | 54 | 63 | 62 | — | — | — | — | — | — | — | — | — | |
| VGGTThreshold factor=x102025.12 | — | 69 | 56 | — | 70 | 79 | 74 | — | — | — | — | — | — | — | — | — |