Depth Estimation on ScanNet v1 (test)
0.059AbsRelOurs-robust
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Ours-robustType=Multi-view, Epipolar attention module configuration=Multi-scale2021.04 | 0.059 | 0.016 | 0.026 | 0.159 | 0.083 | 96.5 | 99.6 | 99.9 | |
| OursType=Multi-view, Epipolar attention module configuration=Second layer only2021.04 | 0.059 | 0.017 | 0.026 | 0.162 | 0.084 | 96.3 | 99.5 | 99.9 | |
| NASType=Multi-view2021.04 | 0.086 | 0.032 | 0.038 | 0.224 | 0.122 | 91.7 | 98.4 | 99.6 | |
| Bts*Type=Single-view, Oracle (ground truth scale factoring)=true2021.04 | 0.088 | 0.035 | 0.038 | 0.228 | 0.128 | 91.6 | 98 | 99.4 | |
| FastMVSType=Multi-view2021.04 | 0.089 | 0.038 | 0.038 | 0.231 | 0.128 | 91.2 | 97.8 | 99.3 | |
| MVSNetType=Multi-view2021.04 | 0.091 | 0.042 | 0.04 | 0.251 | 0.135 | 89.7 | 97.5 | 99.3 | |
| DPSNetType=Multi-view2021.04 | 0.094 | 0.041 | 0.043 | 0.258 | 0.141 | 88.3 | 97 | 99.2 | |
| Ours-mono*Type=Single-view, Epipolar attention module configuration=None, Oracle (ground truth scale factoring)=true2021.04 | 0.103 | 0.037 | 0.044 | 0.237 | 0.135 | 89.2 | 98.4 | 99.6 | |
| BtsType=Single-view2021.04 | 0.117 | 0.052 | 0.049 | 0.27 | 0.151 | 86.2 | 96.6 | 99.2 | |
| OursTrain / Test=NYUv2 / ScanNet2026.05 | 0.127 | — | — | 0.312 | — | 84.3 | 97 | 99.3 | |
| PatchmatchNetType=Multi-view2021.04 | 0.133 | 0.075 | 0.055 | 0.32 | 0.175 | 83.4 | 95.5 | 98.7 | |
| MonoIndoor++Train / Test=NYUv2 / ScanNet2026.05 | 0.138 | — | — | 0.347 | — | 81 | 96.7 | 99.3 | |
| Ours-monoType=Single-view, Epipolar attention module configuration=None2021.04 | 0.145 | 0.065 | 0.061 | 0.3 | 0.173 | 80.7 | 95.7 | 99 | |
| IndoorDepthTrain / Test=NYUv2 / ScanNet2026.05 | 0.153 | — | — | 0.373 | — | 78.6 | 95 | 98.8 |