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face-recognition-in-presence-of-mask's Introduction

Face recognition in presence of mask

The task in this project is to match a face image without any occlusion with a face image covered with one of these masking approaches. This repo is a solution of summer challenge given by IITJ.

Demo

01-1arrow01-2

02-1arrow02-2

Steps to run

  1. Clone this repository
git clone https://github.com/Garvit-32/Face-recognition-in-presence-of-Mask.git
  1. Install all the dependencies
pip install -r requirements.txt
  1. Download and paste the pretrained weight of face detection model in ./face_detection/weights/ using the link
  2. Download the hand made dataset using the link ~ 110 MB
  3. Extract and paste it in project root directory
  4. (optional) You can use your dataset also but it follow a specific structure of directory
-dataset/
	-person_name_1/
		-image_01
		-image_02
	-person_name_2/
		-image_01
		-image_02
  1. Run generate_database python file to virtually append mask on person face in database
python generate_database.py
  1. Train the model
python train.py

Steps to Test it out

  1. Extract face in image using extract_face.py edit test_data_path = "to_your_test_path"
python extract_face.py
  1. Test your image
python test.py

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