Yolov7-Close-People-CounterV1.2

Track Counter:

https://user-images.githubusercontent.com/98788987/203656286-f8efa500-85cf-483a-aa6c-fa6a174e24ee.mp4

Social Distance with Yolov7

• Count all objetcs by classes and works perfetcly on every image or on a video
• Code can run on Both (CPU & GPU)
• Video/WebCam/External Camera/IP Stream Supported

Sample Videos:

https://www.youtube.com/watch?v=nB8L54-ejgQ

https://www.youtube.com/watch?v=vANr6aC7QOY

Ready-To-Use Google Colab:

https://colab.research.google.com/drive/1URG1BruRkVQawZGqCJ1ibV_SeYhEBdKd?usp=sharing

How to run Code:

• clone the repository:
• !git clone https://github.com/DoganK01/YOLOV7-OBJECT-COUNTER-V1.2.git
• cd /content/YOLOV7-OBJECT-COUNTER-V1.2

Upgrade pip with the mentioned command below.

• pip install --upgrade pip

Install requirements

• !pip install -r requirements.txt

Weights get

• %%bash
• wget -P /content/YOLOV7-OBJECT-COUNTER-V1.2/weights https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7.pt
• wget -P /content/YOLOV7-OBJECT-COUNTER-V1.2/weights https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7x.pt
• wget -P /content/YOLOV7-OBJECT-COUNTER-V1.2/weights https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7-w6.pt
• wget -P /content/YOLOV7-OBJECT-COUNTER-V1.2/weights https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7-e6.pt
• wget -P /content/YOLOV7-OBJECT-COUNTER-V1.2/weights https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7-d6.pt
• wget -P /content/YOLOV7-OBJECT-COUNTER-V1.2/weights https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7-e6e.pt
• NOTE: You can use any of these. If one doesn't work, try the other.

Upgrade pyyaml

• !pip install --upgrade pyyaml==5.3.1

Using Codes:

• For Close People with Red Lines:
• !python detect.py --weights /content/Yolov7-Close-People-Counter/weights/yolov7x.pt --source /content/Yolov7-Close-People-Counter/inference/images/bus.jpg --no-trace
• For Close People "Counter":
• !python counter.py --weights /content/Yolov7-Close-People-Counter/weights/yolov7x.pt --source /content/Yolov7-Close-People-Counter/inference/images/bus.jpg --no-trace
• For Object Counter:
• !python detect_and_count.py --weights /content/Yolov7-Close-People-Counter/weights/yolov7x.pt --source /content/Yolov7-Close-People-Counter/inference/images/bus.jpg --no-trace

Results

https://user-images.githubusercontent.com/98788987/203448934-37113304-40d3-45ac-8f62-70a14863873f.mp4

https://user-images.githubusercontent.com/98788987/203449682-0fe883a2-d7eb-4398-95e5-96be797b0f5f.mp4

Real-ESRGAN

Saving people who break the social distance by increasing the resolution from real-video: (Real-ESRGAN):

https://user-images.githubusercontent.com/98788987/218627242-256afe17-e221-432d-9f9f-26ee6fd8c2f0.mp4

References

• https://github.com/WongKinYiu/yolov7
• https://github.com/xinntao/Real-ESRGAN