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Social distance detection , a deep learning computer vision project with yolo object detection

Home Page: https://abd-shoumik.github.io/Social-distance-detection/

Python 77.99% HTML 22.01%
deeplearning computer-vision dataset socialdistancing deeplearning-ai yolo covid-19

social-distance-detection's Introduction

Social-distance-detection

You can find the video with full expanation of algrithm & code here: (https://youtu.be/PTLZnE6W2tw)

Github usually doesn't support files larger than 25 Mb.You can find the yolo weights in My google drive

  • Download it & move to yolo-coco folder

For CPU:

To run this code in your terminal:

  • *Open your terminal
  • Change directory to where you have downloaded this code
  • Install python3 if you have not, if installed already then it's ok!
  • Run python3 -m venv venv to create a virtual environment named venv.
  • Run source venv/bin/activate to activate your environment!
  • Write pip install -r requirements.txt to install the python dependencies related to this project like opencv,numpy,scipy etc.
  • Run the command time python social_distance_detector.py --input pedestrians.mp4 --output output.avi --display 1 to run your social distance detection project

After you run the last line of command,a window eill pop up and after execution of the file a output.avi file will be showing up in your directory like this:

Output avi gif

For GPU:

You can find my google colab file here. Social distance detector colab

Contacts:

social-distance-detection's People

Contributors

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social-distance-detection's Issues

google collab

Kindly fix google collab ,content from drive not accesible.

file issues

You haven't uploaded the yolov3.weights file plz upload it

getting an error

error Traceback (most recent call last)
in ()
32 # load our YOLO object detector trained on COCO dataset (80 classes)
33 print("[INFO] loading YOLO from disk...")
---> 34 net = cv2.dnn.readNetFromDarknet(configPath, weightsPath)
35
36 # determine only the output layer names that we need from YOLO

error: OpenCV(4.1.2) /io/opencv/modules/dnn/src/darknet/darknet_importer.cpp:214: error: (-212:Parsing error) Failed to parse NetParameter file: /content/drive/My Drive/social-distance-detector/yolo-coco/yolov3.weights in function 'readNetFromDarknet'

question

Hello!
How i can detect distance between two classes? Not only between persons, for example between person and car
Thanks

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