Omnidirectional Depth Estimation on Sunny
27.16Accuracy @ Error < 1OmniMVS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OmniMVSTraining Protocol=Trained on OmniThings only2026.07 | 27.16 | 6.13 | 3.98 | 1.24 | 3.09 | |
| S-OmniMVSTraining Protocol=Trained on OmniThings only2026.07 | 17.19 | 6.03 | 3.89 | 1.11 | 3.6 | |
| OmniMVS-ftTraining Protocol=Fine-tuned on OmniHouse and Sunny2026.07 | 13.93 | 2.87 | 1.71 | 0.79 | 2.12 | |
| OmniMVS+32Training Protocol=Trained on OmniThings only2026.07 | 13.57 | 4.81 | 3.1 | 0.88 | 2.56 | |
| MDP-OmniTraining Protocol=Trained on OmniThings only2026.07 | 12.72 | 4.97 | 3.26 | 0.79 | 2.62 | |
| RomniStereo64Training Protocol=Trained on OmniThings only2026.07 | 11.25 | 5.3 | 3.59 | 0.8 | 2.57 | |
| OmniDSTraining Protocol=Trained on OmniThings only2026.07 | 8.45 | 3.35 | 2.04 | 0.54 | 2.07 | |
| OmniMVS+32-ftTraining Protocol=Fine-tuned on OmniHouse and Sunny2026.07 | 7.48 | 3.57 | 2.42 | 0.57 | 2.42 | |
| S-OmniMVS-ftTraining Protocol=Fine-tuned on OmniHouse and Sunny2026.07 | 6.66 | 2.18 | 1.4 | 0.47 | 1.98 | |
| RomniStereo64-ftTraining Protocol=Fine-tuned on OmniHouse and Sunny2026.07 | 4.61 | 1.78 | 1.1 | 0.32 | 1.43 | |
| MDP-Omni-ftTraining Protocol=Fine-tuned on OmniHouse and Sunny2026.07 | 4.51 | 1.43 | 0.86 | 0.33 | 1.43 | |
| OmniDS-ftTraining Protocol=Fine-tuned on OmniHouse and Sunny, Variant=distilled2026.07 | 3.85 | 1.43 | 0.87 | 0.27 | 1.3 | |
| OmniDS-ftTraining Protocol=Fine-tuned on OmniHouse and Sunny2026.07 | 3.75 | 1.39 | 0.86 | 0.28 | 1.32 |