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Yolov7-Close-People-CounterV1.2

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

bus (1)

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