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Add AGO nuScenes checkpoints

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README.md ADDED
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+ ---
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+ license: other
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+ license_name: nuscenes-terms-of-use
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+ license_link: https://www.nuscenes.org/terms-of-use
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+ tags:
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+ - occupancy-prediction
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+ - open-vocabulary
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+ - autonomous-driving
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+ - nuscenes
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+ ---
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+
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+ # AGO: Adaptive Grounding for Open World 3D Occupancy Prediction
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+
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+ Pretrained weights for [AGO](https://github.com/EdwardLeeLPZ/AGO) (ICCV 2025) on Occ3D-nuScenes. Paper: [arXiv:2504.10117](https://arxiv.org/abs/2504.10117).
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+
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+ ## Weights
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+
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+ Each file contains the model `state_dict`. The CLIP weights are not included and are loaded from FeatUp at runtime.
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+
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+ | File | Config | Known mIoU / Unknown mIoU / mIoU |
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+ | :--- | :--- | :-: |
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+ | `ago_nuscenes_self_supervised.pth` | `ago_nuscenes_self_supervised.py` | - / - / 19.16 |
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+ | `ago_nuscenes_open_world_pretraining.pth` | `ago_nuscenes_open_world_pretraining.py` | 23.23 / 0.00 / 11.61 |
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+ | `ago_nuscenes_open_world_pretraining.pth` (zero-shot) | `ago_nuscenes_open_world_pretraining.py` | 33.95 / 0.42 / 7.13 |
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+ | `ago_nuscenes_open_world_finetuning.pth` | `ago_nuscenes_open_world_finetuning.py` | 36.88 / 8.78 / 14.40 |
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+
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+ ## Usage
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+
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+ ```shell
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+ hf download EdwardLeeLPZ/AGO --include "*.pth" --local-dir checkpoints
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+ bash tools/dist_test.sh projects/configs/ago_nuscenes_self_supervised.py checkpoints/ago_nuscenes_self_supervised.pth 8 --tag self_supervised
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+ ```
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+
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+ See the [code repository](https://github.com/EdwardLeeLPZ/AGO) for installation and data preparation.
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+
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+ ## License
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+
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+ The weights are trained on nuScenes and subject to the [nuScenes terms of use](https://www.nuscenes.org/terms-of-use).
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+
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+ ## Citation
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+
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+ ```
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+ @inproceedings{li2025ago,
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+ title={AGO: Adaptive Grounding for Open World 3D Occupancy Prediction},
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+ author={Li, Peizheng and Ding, Shuxiao and Zhou, You and Zhang, Qingwen and Inak, Onat and Triess, Larissa and Hanselmann, Niklas and Cordts, Marius and Zell, Andreas},
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+ booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
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+ pages={8645--8655},
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+ year={2025}
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+ }
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+ ```
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