IntruderShield: Advancing Security through Intelligent Monitoring

This Git repo contains code for performing accurate face detection and recognition on CCTV videos using the RetinaFace model for face detection and InsightFace for face recognition.

Requirements

• Python 3.6 or higher
• OpenCV
• NumPy
• onnxruntime
• PyTorch
• RetinaFace model
• InsightFace model

Installation

1. Clone the repo:

git clone https://github.com/deepakrajiitk/IntruderShield-Advancing-Security-through-Intelligent-Monitoring.git

2. Install the required Python packages:

pip install -r requirements.txt

Usage

1. Download insightface model

python model_download.py

2. Generate embeddings

python get_embeddings.py

3. perform face detection and recognition on a CCTV video, simply run:

python recognizer.py

Credits

RetinaFace model: https://github.com/deepinsight/insightface/tree/master/RetinaFace
InsightFace model: https://github.com/deepinsight/insightface
OpenCV: https://opencv.org/
PyTorch: https://pytorch.org/