https://github.com/Ar-Ray-code/YOLOX-ROS

YOLOX + ROS2 object detection package (C++ only support)
https://github.com/Ar-Ray-code/YOLOX-ROS

deep-learning humble object-detection onnxruntime opencv openvino ros ros2 tensorrt tflite yolox

Last synced: about 2 months ago
JSON representation

YOLOX + ROS2 object detection package (C++ only support)

• Host: GitHub
• URL: https://github.com/Ar-Ray-code/YOLOX-ROS
• Owner: Ar-Ray-code
• License: apache-2.0
• Created: 2021-07-22T04:18:56.000Z (about 3 years ago)
• Default Branch: humble
• Last Pushed: 2024-06-23T08:00:57.000Z (3 months ago)
• Last Synced: 2024-06-23T19:33:31.230Z (3 months ago)
• Topics: deep-learning, humble, object-detection, onnxruntime, opencv, openvino, ros, ros2, tensorrt, tflite, yolox
• Language: C++
• Homepage:
• Size: 21.8 MB
• Stars: 237
• Watchers: 5
• Forks: 55
• Open Issues: 7
• Metadata Files:
  • Readme: README.md
  • Funding: .github/FUNDING.yml
  • License: LICENSE

Awesome Lists containing this project

• awesome-yolo-object-detection - Ar-Ray-code/YOLOX-ROS - Ray-code/YOLOX-ROS?style=social"/> : YOLOX + ROS2 object detection package. (Other Versions of YOLO)

README

        
# YOLOX-ROS

[YOLOX](https://github.com/Megvii-BaseDetection/YOLOX) + ROS2 Humble demo

![yolox_s_result](https://github.com/Ar-Ray-code/RenderTexture2ROS2Image/blob/main/images_for_readme/unity-demo.gif?raw=true)

🔼 Unity + YOLOX-ROS Demo


## Supported List

| Base            | ROS2 C++ |

| --------------- | -------- |

| TensorRT (CUDA) |  ✅       |

| OpenVINO        |  ✅       |

| ONNX Runtime    |  ✅       |

| TFLite          |  ✅       |

## Installation & Demo (C++)

Check [this URL](./yolox_ros_cpp/README.md).




## Topic

### Subscribe

- image_raw (`sensor_msgs/Image`)

### Publish

- bounding_boxes: Output BoundingBoxes like darknet_ros_msgs (`bboxes_ex_msgs/BoundingBoxes`)

  ※ If you want to use `darknet_ros_msgs` , replace `bboxes_ex_msgs` with `darknet_ros_msgs`.

![yolox_topic](images_for_readme/yolox_topic.png)




## Parameters

- Check launch files.




## Reference

![](https://raw.githubusercontent.com/Megvii-BaseDetection/YOLOX/main/assets/logo.png)

- [YOLOX (GitHub)](https://github.com/Megvii-BaseDetection/YOLOX)

```

@article{yolox2021,

  title={YOLOX: Exceeding YOLO Series in 2021},

  author={Ge, Zheng and Liu, Songtao and Wang, Feng and Li, Zeming and Sun, Jian},

  journal={arXiv preprint arXiv:2107.08430},

  year={2021}

}

```




## Contributors

- [Ar-Ray](https://github.com/Ar-Ray-code)

- [fateshelled](https://github.com/fateshelled)

- [Kazuhito00](https://github.com/Kazuhito00)

- [swiftfile](https://github.com/swiftfile)




## About writer

- Ar-Ray : Japanese student.

- Blog (Japanese) : https://ar-ray.hatenablog.com/

- Twitter : https://twitter.com/Ray255Ar