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yolov8-object-tracking

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YOLOv8 Object Tracking Using PyTorch, OpenCV and Ultralytics

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# yolov8-object-tracking

This is compatible only with `ultralytics==8.0.0`. However, I highly recommend using the latest version of the Ultralytics package and referring to the official Ultralytics codebase here: [GitHub Repository](https://github.com/ultralytics/ultralytics/).

[![Static Badge](https://img.shields.io/badge/yolov8-blog-blue)](https://muhammadrizwanmunawar.medium.com/train-yolov8-on-custom-data-6d28cd348262)

### Steps to run Code

- Clone the repository
```bash
https://github.com/RizwanMunawar/yolov8-object-tracking.git
```

- Move to the cloned folder

```bash
cd yolov8-object-tracking
```

- Install the ultralytics package
```bash
pip install ultralytics==8.0.0
```

- Do tracking with the mentioned command below
```bash
#video file
python yolo\v8\detect\detect_and_trk.py model=yolov8s.pt source="test.mp4" show=True

#imagefile
python yolo\v8\detect\detect_and_trk.py model=yolov8m.pt source="path to image"

#Webcam
python yolo\v8\detect\detect_and_trk.py model=yolov8m.pt source=0 show=True

#External Camera
python yolo\v8\detect\detect_and_trk.py model=yolov8m.pt source=1 show=True
```

- Output file will be created in the `runs/detect/train` with the original filename

### Results 📊
<table>
  <tr>
    <td>YOLOv8s Object Tracking</td>
    <td>YOLOv8m Object Tracking</td>
  </tr>
  <tr>
    <td><img src="https://user-images.githubusercontent.com/62513924/211671576-7d39829a-f8f5-4e25-b30a-530548c11a24.png"></td>
    <td><img src="https://user-images.githubusercontent.com/62513924/211672010-7415ef8b-7941-4545-8434-377d94675299.png"></td>
  </tr>
 </table>

### Star History

[![Star History Chart](https://api.star-history.com/svg?repos=RizwanMunawar/yolov8-object-tracking&type=date&legend=top-left)](https://www.star-history.com/#RizwanMunawar/yolov8-object-tracking&type=date&legend=top-left)

### References 🔗
- 🔗 https://github.com/ultralytics/ultralytics
- 🔗 https://github.com/abewley/sort
- 🔗 https://docs.ultralytics.com/

**Some of my articles/research papers | Computer vision awesome resources for learning | How do I appear to the world? 🚀**

| Article Title & Link | Published Date |
|-----------------------|----------------|
| [Ultralytics YOLO11: Object Detection and Instance Segmentation🤯](https://muhammadrizwanmunawar.medium.com/ultralytics-yolo11-object-detection-and-instance-segmentation-88ef0239a811) | ![Published Date](https://img.shields.io/badge/published_Date-2024--10--27-brightgreen) |
| [Parking Management using Ultralytics YOLO11](https://muhammadrizwanmunawar.medium.com/parking-management-using-ultralytics-yolo11-fba4c6bc62bc) | ![Published Date](https://img.shields.io/badge/published_Date-2024--11--10-brightgreen) |
| [My 🖐️Computer Vision Hobby Projects that Yielded Earnings](https://muhammadrizwanmunawar.medium.com/my-️computer-vision-hobby-projects-that-yielded-earnings-7923c9b9eead) | ![Published Date](https://img.shields.io/badge/published_Date-2023--09--10-brightgreen) |
| [Best Resources to Learn Computer Vision](https://muhammadrizwanmunawar.medium.com/best-resources-to-learn-computer-vision-311352ed0833) | ![Published Date](https://img.shields.io/badge/published_Date-2023--06--30-brightgreen) |
| [Roadmap for Computer Vision Engineer](https://medium.com/augmented-startups/roadmap-for-computer-vision-engineer-45167b94518c) | ![Published Date](https://img.shields.io/badge/published_Date-2022--08--07-brightgreen) |
| [How did I spend 2022 in the Computer Vision Field](https://www.linkedin.com/pulse/how-did-i-spend-2022-computer-vision-field-muhammad-rizwan-munawar) | ![Published Date](https://img.shields.io/badge/published_Date-2022--12--20-brightgreen) |
| [Domain Feature Mapping with YOLOv7 for Automated Edge-Based Pallet Racking Inspections](https://www.mdpi.com/1424-8220/22/18/6927) | ![Published Date](https://img.shields.io/badge/published_Date-2022--09--13-brightgreen) |
| [Exudate Regeneration for Automated Exudate Detection in Retinal Fundus Images](https://ieeexplore.ieee.org/document/9885192) | ![Published Date](https://img.shields.io/badge/published_Date-2022--09--12-brightgreen) |
| [Feature Mapping for Rice Leaf Defect Detection Based on a Custom Convolutional Architecture](https://www.mdpi.com/2304-8158/11/23/3914) | ![Published Date](https://img.shields.io/badge/published_Date-2022--12--04-brightgreen) |
| [Yolov5, Yolo-x, Yolo-r, Yolov7 Performance Comparison: A Survey](https://aircconline.com/csit/papers/vol12/csit121602.pdf) | ![Published Date](https://img.shields.io/badge/published_Date-2022--09--24-brightgreen) |
| [Explainable AI in Drug Sensitivity Prediction on Cancer Cell Lines](https://ieeexplore.ieee.org/document/9922931) | ![Published Date](https://img.shields.io/badge/published_Date-2022--09--23-brightgreen) |
| [Train YOLOv8 on Custom Data](https://medium.com/augmented-startups/train-yolov8-on-custom-data-6d28cd348262) | ![Published Date](https://img.shields.io/badge/published_Date-2022--09--23-brightgreen) |

**More Information**

For more details, you can reach out to me on [Medium](https://muhammadrizwanmunawar.medium.com/) or connect with me on [LinkedIn](https://www.linkedin.com/in/muhammadrizwanmunawar/)

yolov8-object-tracking

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