results for the other tasks
Browse files
README.md
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| [PHG-MAE-Distil](https://arxiv.org/pdf/2510.10068){^2} | 4.4M | 56.27 | 66.34 | 61.11 | 37.69 |
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| [PHG-MAE](https://arxiv.org/pdf/2510.10068){^2} | 4.4M | 55.32 | 63.80 | 63.18 | 38.98 |
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| [Mask2Former](https://openaccess.thecvf.com/content/CVPR2022/papers/Cheng_Masked-Attention_Mask_Transformer_for_Universal_Image_Segmentation_CVPR_2022_paper.pdf) | 216M | 53.97 | 63.37 | 60.55 | 37.98 |
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| [CShift](https://www.bmvc2021-virtualconference.com/assets/papers/0455.pdf){^1} | n/a | 39.67 | 46.27 | 43.67 | 29.09 |
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| [NGC](https://cdn.aaai.org/ojs/16283/16283-13-19777-1-2-20210518.pdf){^1} | 32M | 35.32 | 44.34 | 38.99 | 22.63 |
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| [SafeUAV](https://openaccess.thecvf.com/content_ECCVW_2018/papers/11130/Marcu_SafeUAV_Learning_to_estimate_depth_and_safe_landing_areas_for_ECCVW_2018_paper.pdf){^1} | 1.1M | 32.79 | n/a | n/a | n/a |
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#### Depth estimation
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#### Camera normals estimation
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TODO
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Notes:
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| [PHG-MAE-Distil](https://arxiv.org/pdf/2510.10068){^2} | 4.4M | 56.27 | 66.34 | 61.11 | 37.69 |
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| [PHG-MAE](https://arxiv.org/pdf/2510.10068){^2} | 4.4M | 55.32 | 63.80 | 63.18 | 38.98 |
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| [Mask2Former](https://openaccess.thecvf.com/content/CVPR2022/papers/Cheng_Masked-Attention_Mask_Transformer_for_Universal_Image_Segmentation_CVPR_2022_paper.pdf) | 216M | 53.97 | 63.37 | 60.55 | 37.98 |
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| [NHG(LR)](https://openaccess.thecvf.com/content/ICCV2023W/LIMIT/papers/Marcu_Self-Supervised_Hypergraphs_for_Learning_Multiple_World_Interpretations_ICCVW_2023_paper.pdf) | 32M | 40.76 | 46.51 | 45.59 | 30.17 |
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| [NHG-Distil](https://openaccess.thecvf.com/content/ICCV2023W/LIMIT/papers/Marcu_Self-Supervised_Hypergraphs_for_Learning_Multiple_World_Interpretations_ICCVW_2023_paper.pdf) | 4.4M | 40.31 | n/a | n/a | n/a |
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| [CShift](https://www.bmvc2021-virtualconference.com/assets/papers/0455.pdf){^1} | n/a | 39.67 | 46.27 | 43.67 | 29.09 |
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| [NGC](https://cdn.aaai.org/ojs/16283/16283-13-19777-1-2-20210518.pdf){^1} | 32M | 35.32 | 44.34 | 38.99 | 22.63 |
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| [SafeUAV](https://openaccess.thecvf.com/content_ECCVW_2018/papers/11130/Marcu_SafeUAV_Learning_to_estimate_depth_and_safe_landing_areas_for_ECCVW_2018_paper.pdf){^1} | 1.1M | 32.79 | n/a | n/a | n/a |
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#### Depth estimation
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Score is L1 error in meters.
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| Model | #paramters | Score (↓) |
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| [PHG-MAE](https://arxiv.org/pdf/2510.10068){^2} | 4.4M | 16.13 |
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| [NHG-Distil](https://arxiv.org/pdf/2510.10068){^2} | 4.4M | 16.64 |
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| [SafeUAV](https://arxiv.org/pdf/2510.10068){^2} | 4.4M | 21.66 |
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#### Camera normals estimation
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Score is L1 score (in angles) * 100.
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| Model | #paramters | Score (↓) |
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| [NHG-Distil](https://arxiv.org/pdf/2510.10068){^2} | 4.4M | 11.71 |
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| [PHG-MAE](https://arxiv.org/pdf/2510.10068){^2} | 4.4M | 12.35 |
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| [SafeUAV](https://arxiv.org/pdf/2510.10068){^2} | 4.4M | 12.40 |
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#### Multi-task results
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One model, three tasks at once.
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TODO
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Notes:
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