suhaisheng
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dataset upload
Browse files- README.md +69 -3
- assets/.DS_Store +0 -0
- assets/caption.gif +3 -0
- assets/icon.png +3 -0
- dataset/.DS_Store +0 -0
- dataset/image_trainval_part_01.tar.gz +3 -0
- dataset/image_trainval_part_02.tar.gz +3 -0
- dataset/image_trainval_part_03.tar.gz +3 -0
- dataset/image_trainval_part_04.tar.gz +3 -0
- dataset/image_trainval_part_05.tar.gz +3 -0
- dataset/image_trainval_part_06.tar.gz +3 -0
- dataset/image_trainval_part_07.tar.gz +3 -0
- dataset/image_trainval_part_08.tar.gz +3 -0
- dataset/image_trainval_part_09.tar.gz +3 -0
- dataset/image_trainval_part_10.tar.gz +3 -0
- dataset/image_trainval_part_11.tar.gz +3 -0
- dataset/image_trainval_part_12.tar.gz +3 -0
- dataset/image_trainval_part_13.tar.gz +3 -0
- dataset/image_trainval_part_14.tar.gz +3 -0
- dataset/image_trainval_part_15.tar.gz +3 -0
- dataset/image_trainval_part_16.tar.gz +3 -0
- splits/robosense_local_train.pkl +3 -0
- splits/robosense_local_val.pkl +3 -0
README.md
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<div id="top" align="center">
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<!-- <div align="center"> -->
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<img src="assets/icon.png" width="80">
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<!-- <h1>RoboSense</h1> -->
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<h3>Large-scale Dataset and Benchmark for Egocentric Robot Perception and Navigation in Crowded and Unstructured Environments</h3>
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<a href="https://arxiv.org/abs/2408.15503"><img src="https://img.shields.io/badge/arXiv-Paper-<color>"></a> [](https://creativecommons.org/licenses/by-nc-sa/4.0/)
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</div>
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## Description
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* RoboSense is a large-scale multimodal dataset constructed to facilitate egocentric robot perception capabilities especially in crowded and unstructured environments.
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* It contains more than 133K synchronized data of 3 main types of sensors (Camera, LiDAR and Fisheye), with 1.4M 3D bounding box and IDs annotated in the full $360^{\circ}$ view, forming 216K trajectories across 7.6K temporal sequences.
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* It has $270\times$ and $18\times$ as many annotations of surrounding obstacles within near ranges as the previous datasets collected for autonomous driving scenarios such as KITTI and nuScenes.
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* Based on RoboSense, we formulate 6 benchmarks of both perception and prediction tasks to facilitate the future research development.
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**For more information, please visit our GitHub repository: https://github.com/suhaisheng/RoboSense.**
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## Data Format
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**1. Each image file named by the following format:**
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```bash
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image_{trainval/test}/processed_data_{date}/images/{cam_id}/{timestamp}.jpg
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```
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where **#cam_id** ranges from 0-7, with 0-3 indicating **Camera** image folder and 4-7 indicating **Fisheye** image folder.
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**2. Each Hesai pointcloud named by the following format:**
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```bash
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lidar_occ_{trainval/test}/processed_data_{date}/hs64/{cam_id}/{timestamp}.bin
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```
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**3. Each Livox pointcloud named by the following format:**
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```bash
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lidar_occ_{trainval/test}/processed_data_{date}/livox/{cam_id}/{timestamp}.pcd
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```
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**4. Each Occupancy annotation file named by the following format:**
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```bash
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lidar_occ_{trainval/test}/processed_data_{date}/occ/{cam_id}/{timestamp}.npz
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```
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**5. For the training/validation splits containing 3D box/trajectory annotations/calibrations, please refer to the file path:**
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```bash
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RoboSense/splits/robosense_local_{train/val}.pkl
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```
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## License <a name="license"></a>
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All assets and code within this repo are under the [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/) unless specified otherwise.
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## Citation
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If you find RoboSense is useful in your research or applications, please consider giving us a star 🌟 and citing it by the following BibTeX entry.
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```bibtex
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@inproceedings{su2025robosense,
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title={RoboSense: Large-scale Dataset and Benchmark for Egocentric Robot Perception and Navigation in Crowded and Unstructured Environments},
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author={Su, Haisheng and Song, Feixiang and Ma, Cong and Wu, Wei and Yan, Junchi},
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booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
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year={2025}
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}
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```
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assets/.DS_Store
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assets/caption.gif
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dataset/.DS_Store
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