- A back propagation network with single hidden layer was used and PCA algorithm with use of eigenfaces was used as recognition techniques. - The face descriptors from eigenfaces were trained using neural network. - The software could be used with a database of images as well as had a real time application where faces could be inputted in real time and database was created. - The project was created using openCV and it's libraries