Status of project: ON GOING

Face Recognition

This project is based on MTCNN and pretend to work with Face Recognition, where faces might has oclusion of its parts.

Features implemented:

• Detect faces
• Draw ROI in faces
• Save faces detected
• Calculate time of operations

Features to be implemented:

• Augment face images (TensorFlow)
• Extract features(embeddings) from augmented images(FaceNet)
• Train classifier to recognize people(KNN CUDA)

Setup used for generate this code:

• For Windows and Linux are used latest Python from Anaconda
• SO versions: Windows 10 x64 Pro and Linux Mint and Ubuntu 19 x64
• Conda environment with commands:

  # create environment
  conda create -f environment.yml
  
  # activate environment
  conda activate face_recognition
  

Demo

1. Clone this repository
2. Create environment
3. Install dependencies on environment
4. Execute script mtcnn_demo.py

python mtcnn_demo.py

Expected Terminal output

(load_detector) time: 0.89s                                                                                                                                                                                                                    
(load_image) time: 1.29s                                                                                                                                                                                                                       
(detect_faces) time: 0.40s                                                                                                                                                                                                                     
3468                                                                                                                                                                                                                                           
(write_image) time: 0.00s                                                                                                                                                                                                                      
4800                                                                                                                                                                                                                                           
(write_image) time: 0.00s                                                                                                                                                                                                                      
4107                                                                                                                                                                                                                                           
(write_image) time: 0.00s                                                                                                                                                                                                                      
3675                                                                                                                                                                                                                                           
(write_image) time: 0.00s                                                                                                                                                                                                                      
3888                                                                                                                                                                                                                                           
(write_image) time: 0.00s                                                                                                                                                                                                                      
3468                                                                                                                                                                                                                                           
(write_image) time: 0.00s                                                                                                                                                                                                                      
4332                                                                                                                                                                                                                                           
(write_image) time: 0.00s                                                                                                                                                                                                                      
3072                                                                                                                                                                                                                                           
(write_image) time: 0.00s                                                                                                                                                                                                                      
4107                                                                                                                                                                                                                                           
(write_image) time: 0.00s                                                                                                                                                                                                                      
3888                                                                                                                                                                                                                                           
(write_image) time: 0.00s                                                                                                                                                                                                                      
2700                                                                                                                                                                                                                                           
(write_image) time: 0.00s                                                                                                                                                                                                                      
(crop_faces) time: 0.00s                                                                                                                                                                                                                       
(draw_faces) time: 0.00s                                                                                                                                                                                                                       
(write_image) time: 0.00s

Expected output images: