Nighttime Surveillance System

This repository contains various scripts for video capture, face detection, image enhancement and remote prediction using DeepFace.

Structure

• client/ – Client-side utilities for capturing video frames, controlling GPIO sensors and sending images to the server.
• server/ – Flask server that receives uploaded images and performs face recognition.
• predict_app.py – Experimental siamese network for similarity prediction.
• enhancement.py and lowlight.py – Scripts to preprocess images used for training or evaluation.

Usage

These scripts are provided as prototypes and may require hardware such as a Raspberry Pi camera or IR sensor. Install dependencies from the respective requirements.txt files before running a module.