A smart home automation tool for Locus 2020 by implementation of Siamese Model to recognize faces.

Installation

Cloning the repository For code:

    git clone https://github.com/simran347/FaceRecognition.git

1. For Windows:

• Download Python 3.7

• Create the Virtual Environment:

    # Creating Virtual Env
    virtualenv -p PATH ENVIRONMENTNAME 
    # Activating virtual env
    \path\to\env\Scripts\activate.bat

• Install dependencies:

    pip install -r requirements.txt

1. For Linux:

• Install python 3.7

    sudo apt install python3.7-venv

• Create the Virtual Environment

    # Creating Virtual Env
    python3.7 -m venv env37
    # Activating virtual env
    source env37/bin/activate

• Install Dependencies:

    pip install -r requirements.txt 

Run the program

1. Run main file.
2. Add contrastive loss if contrastive loss is not found in losses.py file:

def contrastive_loss(y_true, y_pred):
    return K.mean(y_true * K.square(y_pred) + (1 - y_true) * K.square(K.maximum(margin - y_pred, 0)))