https://github.com/robertanto/open-set-one-shot-face-recognition

This repository contains the python implementation of a Face Recognition systems working with just ONE image for each face to recognize. The system works in an open-set configuration, it means that it is able to reject not known people.
https://github.com/robertanto/open-set-one-shot-face-recognition

Last synced: about 4 hours ago
JSON representation

This repository contains the python implementation of a Face Recognition systems working with just ONE image for each face to recognize. The system works in an open-set configuration, it means that it is able to reject not known people.

• Host: GitHub
• URL: https://github.com/robertanto/open-set-one-shot-face-recognition
• Owner: robertanto
• Created: 2021-05-16T09:01:17.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2022-10-10T11:26:19.000Z (about 2 years ago)
• Last Synced: 2024-11-11T06:05:46.397Z (about 2 months ago)
• Language: Python
• Homepage:
• Size: 504 KB
• Stars: 2
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
# Open-Set One-Shot Face-Recognition

This repository contains the python implementation of a Face Recognition system working with just ONE image for each face to recognize. The system works in an open-set configuration, it means that it is able to reject not known people.



## Getting started

Execute the following commands to setup you project.

```bash 

git clone https://github.com/robertanto/Open-Set-One-Shot-Face-Recognition.git

cd Open-Set-One-Shot-Face-Recognition

wget https://github.com/robertanto/Open-Set-One-Shot-Face-Recognition/releases/download/final/weights.zip

unzip weights.zip

rm weights.zip

pip3 install -r requirements.txt

```

At this point move your identities pictures in the `face_identies` folder. The images have to be in one of the following extensions: `.jpg`,`.jpeg`,`.png`. The file name will be used as identity ("Bob.jpg -> Bob").

## Compute the face embeddings

This project stores in a pickle file the face embedding of the identities to recognize.

To compute the face embeddings run the following command:

```bash 

python3 ./prep_face_embeddings.py

```

## Demo

To execute the demo run the following command:

```bash 

python3 ./oneshot_face_recognition.py

```