Yolov7

Track Counter:

YOLOV7_Object_Counter_Trim21_Trim.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

Test.23._Trim.mp4

Test.21._Trim2.mp4

Real-ESRGAN

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

Rec.0005.mp4

References

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