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2024-10-09 16:13:22 +00:00
# graspnetAPI
[![PyPI version](https://badge.fury.io/py/graspnetAPI.svg)](https://badge.fury.io/py/graspnetAPI)
## Dataset
Visit the [GraspNet Website](http://graspnet.net) to get the dataset.
## Install
You can install using pip.
```bash
pip install graspnetAPI
```
You can also install from source.
```bash
git clone https://github.com/graspnet/graspnetAPI.git
cd graspnetAPI
pip install .
```
## Document
Refer to [online document](https://graspnetapi.readthedocs.io/en/latest/index.html) for more details.
[PDF Document](https://graspnetapi.readthedocs.io/_/downloads/en/latest/pdf/) is available, too.
You can also build the doc manually.
```bash
cd docs
pip install -r requirements.txt
bash build_doc.sh
```
LaTeX is required to build the pdf, but html can be built anyway.
## Grasp Definition
The frame of our gripper is defined as
<div align="center">
<img src="grasp_definition.png", width="400">
</div>
## Examples
```bash
cd examples
# change the path of graspnet root
# How to load labels from graspnet.
python3 exam_loadGrasp.py
# How to convert between 6d and rectangle grasps.
python3 exam_convert.py
# Check the completeness of the data.
python3 exam_check_data.py
# you can also run other examples
```
Please refer to our document for more examples.
## Citation
Please cite these papers in your publications if it helps your research:
```
@article{fang2023robust,
title={Robust grasping across diverse sensor qualities: The GraspNet-1Billion dataset},
author={Fang, Hao-Shu and Gou, Minghao and Wang, Chenxi and Lu, Cewu},
journal={The International Journal of Robotics Research},
year={2023},
publisher={SAGE Publications Sage UK: London, England}
}
@inproceedings{fang2020graspnet,
title={GraspNet-1Billion: A Large-Scale Benchmark for General Object Grasping},
author={Fang, Hao-Shu and Wang, Chenxi and Gou, Minghao and Lu, Cewu},
booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition(CVPR)},
pages={11444--11453},
year={2020}
}
```
## Change Log
#### 1.2.6
- Add transformation for Grasp and GraspGroup.
#### 1.2.7
- Add inpainting for depth image.
#### 1.2.8
- Minor fix bug on loadScenePointCloud.