AbdallahOmarAhmed / single-face-detection

its a face detection model works in photos with one face at most

single-face-detection

Hello welcome to my face detection

its a python model which can detect faces in images with 1 face at most

Requirements

Ubuntu " It's only tested on Ubuntu, so it may not work on Windows "

GPU : Any GPU that is works with PyTorch

vram : 4gb if you want to train ' we train it in rtx 2070 '

numpy : https://numpy.org/

PyTorch : https://pytorch.org/

torchvision : https://pypi.org/project/torchvision/

openCV : https://pypi.org/project/opencv-python/

Preview

Train :

• Download my pretrained model : https://drive.google.com/file/d/1sq1eZhRyQya1G8Lsdb5aqfVwEg5FhMH0/view?usp=sharing

OR

• Download the faces DataSet and put it in project directory: http://vis-www.cs.umass.edu/fddb/

• Download the no faces TrainSet and TestSet :

  https://drive.google.com/drive/folders/1lrSYMFTtP7k_orCdkes-Vl5dgtGPaJUy?usp=sharing

  https://drive.google.com/drive/folders/1vCMbBfaU6fLOsTNh6qrRNp5kqNKNW_nV?usp=sharing

• Run the train.py file : $ python3 train.py

Test

• Test an image $ python3 test_image.py [your image path]

• Test a video $ python3 test_video.py [your video path]