3D Reconstruction on 50-Scene Evaluation Benchmark v2
27.68PSNRMetaGrad
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MetaGradBackbone=AnySplat, Resolution=448×448, Refinement steps=2k2026.05 | 27.68 | 84.6 | 0.146 | 350 | |
| MetaGradBackbone=AnySplat, Resolution=448×448, Refinement steps=1k2026.05 | 27.6 | 85 | 0.144 | 350 | |
| MetaGradBackbone=AnySplat, Resolution=448×448, Refinement steps=5002026.05 | 27.32 | 85.2 | 0.148 | 300 | |
| AnySplat (Vanilla)Backbone=AnySplat, Resolution=448×448, Refinement steps=2k2026.05 | 27.03 | 83.3 | 0.163 | — | |
| AnySplat (Vanilla)Backbone=AnySplat, Resolution=448×448, Refinement steps=1k2026.05 | 27.02 | 83.9 | 0.156 | — | |
| AnySplat (Vanilla)Backbone=AnySplat, Resolution=448×448, Refinement steps=5002026.05 | 26.88 | 84.4 | 0.153 | — | |
| MetaGradBackbone=AnySplat, Resolution=448×448, Refinement steps=2002026.05 | 26.36 | 83.9 | 0.172 | — | |
| AnySplat (Vanilla)Backbone=AnySplat, Resolution=448×448, Refinement steps=2002026.05 | 26.17 | 83.8 | 0.166 | — | |
| InstantSplatRefinement steps=2k2026.05 | 25.91 | 77.1 | 0.194 | — | |
| MetaGradBackbone=Pi3X, Resolution=224×224, Refinement steps=2k2026.05 | 25.81 | 79.2 | 0.153 | 500 | |
| InstantSplatRefinement steps=1k2026.05 | 25.63 | 77.9 | 0.193 | — | |
| MetaGradBackbone=Pi3X, Resolution=224×224, Refinement steps=1k2026.05 | 25.44 | 78.8 | 0.158 | 500 | |
| InstantSplatRefinement steps=5002026.05 | 25.2 | 77.1 | 0.202 | — | |
| Pi3X (Vanilla)Backbone=Pi3X, Resolution=224×224, Refinement steps=2k2026.05 | 24.97 | 77.7 | 0.171 | — | |
| MetaGradBackbone=Pi3X, Resolution=224×224, Refinement steps=5002026.05 | 24.92 | 78.3 | 0.167 | 300 | |
| Pi3X (Vanilla)Backbone=Pi3X, Resolution=224×224, Refinement steps=1k2026.05 | 24.86 | 78.4 | 0.165 | — | |
| Pi3X (Vanilla)Backbone=Pi3X, Resolution=224×224, Refinement steps=5002026.05 | 24.48 | 78.2 | 0.164 | — | |
| MetaGradBackbone=Distill Pi3X, Resolution=224×224, Refinement steps=2k2026.05 | 24.05 | 74.3 | 0.168 | 500 | |
| MetaGradBackbone=Pi3X, Resolution=224×224, Refinement steps=2002026.05 | 23.92 | 76.2 | 0.193 | — | |
| Pi3X (Vanilla)Backbone=Pi3X, Resolution=224×224, Refinement steps=2002026.05 | 23.88 | 77.5 | 0.168 | — | |
| MetaGradBackbone=Distill Pi3X, Resolution=224×224, Refinement steps=1k2026.05 | 23.86 | 74.1 | 0.168 | 400 | |
| Distill Pi3X (Vanilla)Backbone=Distill Pi3X, Resolution=224×224, Refinement steps=2k2026.05 | 23.61 | 72.7 | 0.18 | — | |
| MetaGradBackbone=Distill Pi3X, Resolution=224×224, Refinement steps=5002026.05 | 23.61 | 73.7 | 0.17 | 300 | |
| InstantSplatRefinement steps=2002026.05 | 23.55 | 73.2 | 0.236 | — | |
| Distill Pi3X (Vanilla)Backbone=Distill Pi3X, Resolution=224×224, Refinement steps=1k2026.05 | 23.5 | 72.9 | 0.175 | — | |
| Distill Pi3X (Vanilla)Backbone=Distill Pi3X, Resolution=224×224, Refinement steps=5002026.05 | 23.28 | 72.5 | 0.173 | — | |
| MetaGradBackbone=Distill Pi3X, Resolution=224×224, Refinement steps=2002026.05 | 23.02 | 72.1 | 0.181 | — | |
| Distill Pi3X (Vanilla)Backbone=Distill Pi3X, Resolution=224×224, Refinement steps=2002026.05 | 22.89 | 71.7 | 0.175 | — | |
| AnySplat (Vanilla)Backbone=AnySplat, Resolution=448×448, Refinement steps=02026.05 | 21.66 | 73.6 | 0.254 | — | |
| Pi3X (Vanilla)Backbone=Pi3X, Resolution=224×224, Refinement steps=02026.05 | 21.29 | 67.5 | 0.231 | — | |
| MetaGradBackbone=AnySplat, Resolution=448×448, Refinement steps=02026.05 | 20.7 | 69.8 | 0.299 | — | |
| Distill Pi3X (Vanilla)Backbone=Distill Pi3X, Resolution=224×224, Refinement steps=02026.05 | 20.3 | 59.7 | 0.287 | — | |
| MetaGradBackbone=Distill Pi3X, Resolution=224×224, Refinement steps=02026.05 | 19.44 | 58 | 0.326 | — | |
| MetaGradBackbone=Pi3X, Resolution=224×224, Refinement steps=02026.05 | 18.84 | 56.2 | 0.365 | — | |
| InstantSplatRefinement steps=02026.05 | 18.77 | 64 | 0.389 | — |