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https://github.com/RizwanMunawar/yolov7-object-tracking
YOLOv7 Object Tracking Using PyTorch, OpenCV and Sort Tracking
https://github.com/RizwanMunawar/yolov7-object-tracking
deep-learning object-detection opencv-python tracking-algorithm yolov7
Last synced: 3 days ago
JSON representation
YOLOv7 Object Tracking Using PyTorch, OpenCV and Sort Tracking
- Host: GitHub
- URL: https://github.com/RizwanMunawar/yolov7-object-tracking
- Owner: RizwanMunawar
- License: gpl-3.0
- Created: 2022-08-21T13:38:05.000Z (about 2 years ago)
- Default Branch: main
- Last Pushed: 2024-10-27T15:45:56.000Z (16 days ago)
- Last Synced: 2024-11-05T05:24:17.644Z (8 days ago)
- Topics: deep-learning, object-detection, opencv-python, tracking-algorithm, yolov7
- Language: Python
- Homepage:
- Size: 167 KB
- Stars: 564
- Watchers: 13
- Forks: 172
- Open Issues: 9
-
Metadata Files:
- Readme: README.md
- Funding: .github/FUNDING.yml
- License: LICENSE
Awesome Lists containing this project
- awesome-yolo-object-detection - RizwanMunawar/yolov7-object-tracking - object-tracking?style=social"/> : YOLOv7 Object Tracking Using PyTorch, OpenCV and Sort Tracking. (Applications)
- awesome-yolo-object-detection - RizwanMunawar/yolov7-object-tracking - object-tracking?style=social"/> : YOLOv7 Object Tracking Using PyTorch, OpenCV and Sort Tracking. (Applications)
README
# yolov7-object-tracking
### New Features
- Added Label for Every Track
- Code can run on Both (CPU & GPU)
- Video/WebCam/External Camera/IP Stream Supported
### Coming Soon
- Development of streamlit dashboard for Object Tracking
### Ready to Use Google Colab
- https://colab.research.google.com/drive/1xrB76UQ_LaVaBAxfTi8-a9dIcazmxD5b?usp=sharing
### Steps to run Code
- Clone the repository.
```
git clone https://github.com/RizwanMunawar/yolov7-object-tracking.git
```
- Goto the cloned folder.
```
cd yolov7-object-tracking
```
- Create a virtual envirnoment (Recommended, If you dont want to disturb python packages)
```
### For Linux Users
python3 -m venv yolov7objtracking
source yolov7objtracking/bin/activate
### For Window Users
python3 -m venv yolov7objtracking
cd yolov7objtracking
cd Scripts
activate
cd ..
cd ..
```
- Upgrade pip with mentioned command below.
```
pip install --upgrade pip
```
- Install requirements with mentioned command below.
```
pip install -r requirements.txt
```
- Run the code with mentioned command below (by default, pretrained [yolov7](https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7.pt) weights will be automatically downloaded into the working directory if they don't already exist).
```
# for detection only
python detect.py --weights yolov7.pt --source "your video.mp4"
#if you want to change source file
python detect_and_track.py --weights yolov7.pt --source "your video.mp4"
#for WebCam
python detect_and_track.py --weights yolov7.pt --source 0
#for External Camera
python detect_and_track.py --weights yolov7.pt --source 1
#For LiveStream (Ip Stream URL Format i.e "rtsp://username:pass@ipaddress:portno/video/video.amp")
python detect_and_track.py --source "your IP Camera Stream URL" --device 0
#for specific class (person)
python detect_and_track.py --weights yolov7.pt --source "your video.mp4" --classes 0
#for colored tracks
python detect_and_track.py --weights yolov7.pt --source "your video.mp4" --colored-trk
#for saving tracks centroid, track id and bbox coordinates
python detect_and_track.py --weights yolov7.pt --source "your video.mp4" --save-txt --save-bbox-dim
```
- Output file will be created in the ```working-dir/runs/detect/obj-tracking``` with original filename
### Results
YOLOv7 Detection Only
YOLOv7 Object Tracking with ID
YOLOv7 Object Tracking with ID and Label
### References
- https://github.com/WongKinYiu/yolov7
- https://github.com/abewley/sort
### My Medium Articles
- https://muhammadrizwanmunawarvisionai.blogspot.com/2023/04/maximizing-efficiency-on-construction.html 🔥
- https://muhammadrizwanmunawarvisionai.blogspot.com/2023/03/instance-segmentation-vs-semantic.html ✅
- https://muhammadrizwanmunawarvisionai.blogspot.com/2023/03/mastering-image-classification.html 🔥
- https://muhammadrizwanmunawarvisionai.blogspot.com/2023/03/object-detection-in-agriculture.html ✅
- https://muhammadrizwanmunawarvisionai.blogspot.com/2023/03/techniques-for-accurate-data-annotation.html ✅
- https://muhammadrizwanmunawarvisionai.blogspot.com/2023/03/object-tracking-using-bytetrack.html 🔥
- https://muhammadrizwanmunawarvisionai.blogspot.com/2023/03/pose-estimation-computer-vision.html ✅
- https://medium.com/augmented-startups/yolov7-training-on-custom-data-b86d23e6623
- https://medium.com/augmented-startups/roadmap-for-computer-vision-engineer-45167b94518c
- https://medium.com/augmented-startups/yolor-or-yolov5-which-one-is-better-2f844d35e1a1
- https://medium.com/augmented-startups/train-yolor-on-custom-data-f129391bd3d6
- https://medium.com/augmented-startups/develop-an-analytics-dashboard-using-streamlit-e6282fa5e0f
For more details, you can reach out to me on [Medium](https://chr043416.medium.com/) or can connect with me on [LinkedIn](https://www.linkedin.com/in/muhammadrizwanmunawar/)