Fast Similarity Search In large scale iris recognition

This repository contains the implementation of the "Fast Similarity Search in Large Scale Iris Recognition".

Getting Started

These instructions will get you a copy of the project up and running on your local machine for development and testing purposes.

Prerequisites

• Python 3.7 or higher
• PyTorch 1.9.0 or higher
• facenet-pytorch
• OpenCV
• scikit-learn

You can install the prerequisites using pip:

pip install torch torchvision facenet-pytorch opencv-python scikit-learn

Clone the repo:

git clone https://github.com/aps19/densefly-iris-indexing.git

Running the scripts

Prepare Dataset

python prepare_data.py

Finetune Feature Extractor

python finetuning_model.py

DenseFly Hashing

python indexing.py