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Recognize

AI Facial Expression Recognition

Developed with the software and tools below.

React Django Bootstrap Tailwind HTML5 Python JavaScript Docker Postgresql Redis Celery Kubernetes Pytorch Tensorflow Bitbucker Tensorflow Jira

AWS Gunicorn Stripe Vercel Cloudrun Vercel Cloudinary Jest Jest API Redux Axios JSON Chart.js Inkscape Gimp Adobe-after-effects Codium Github GIT Npm Figma EditorConfig Jinja NumPy SymPy

GitHub repo size GitHub language count Awesome rating uptime GitHub license git-last-commit GitHub commit activity GitHub top language


recognize-commercial-gif

recognize-commercial-github.mp4

📖 Table of Contents


📍 1. Overview

Discover facial expressions within profile pictures using Recognize. This advanced web application harnesses AI and the Django-React stacks to offer a powerful tool for photo analysis. Our software's front-end stack seamlessly integrates with the API implementation provided in the back-end, allowing you to choose the option that suits you best. Explore our demo at https://recognize.joseatolentino.com/ to experience its capabilities firsthand.


📦 2. Features

Features Users Admin Website
Users' Registration ✔️ ✔️ ✔️
Users' Login/Logout ✔️ ✔️ ✔️
Reset Password ✔️ ✔️ ✔️
Add/Edit Users ✔️
Dashboard (Studio) ✔️ ✔️ ✔️
Upload Photos ✔️ ✔️ ✔️
Analyze Photos with AI ✔️ ✔️ ✔️
Store Photos
Credit/Debit card payment ✔️ ✔️ ✔️
API key access ✔️ ✔️ ✔️
API Consumption tracking ✔️ ✔️ ✔️
Terms & Condition ✔️ ✔️
Privacy & Policy ✔️ ✔️
Newsletter Subscription ✔️ ✔️
FAQs ✔️ ✔️

📂 3. Repository Structure

└── AI-Facial-recognition/
    ├── README.md
    ├── backend
    │   ├── .editorconfig
    │   ├── .env.example
    │   ├── .flake8
    │   ├── .gitignore
    │   ├── .pre-commit-config.yaml
    │   ├── Dockerfile
    │   ├── Makefile
    │   ├── build
    │   │   └── static
    │   │       └── favicon.ico
    │   ├── core
    │   │   ├── __init__.py
    │   │   ├── admin.py
    │   │   ├── apps.py
    │   │   ├── delete.py
    │   │   ├── emotion_detection.py
    │   │   ├── management
    │   │   │   └── commands
    │   │   │       └── superuser.py
    │   │   ├── models.py
    │   │   ├── permissions.py
    │   │   ├── serializers.py
    │   │   ├── tests.py
    │   │   ├── urls.py
    │   │   └── views.py
    │   ├── custom_rmn
    │   │   └── __init__.py
    │   ├── home
    │   │   ├── __init__.py
    │   │   ├── settings
    │   │   │   ├── __init__.py
    │   │   │   ├── base.py
    │   │   │   ├── dev.py
    │   │   │   └── prod.py
    │   │   ├── urls.py
    │   │   └── wsgi
    │   │       ├── dev.py
    │   │       └── prod.py
    │   ├── manage.py
    │   ├── pyproject.toml
    │   ├── requirements.txt
    │   ├── static
    │   │   └── favicon.ico
    │   └── tests
    │       └── core
    │           ├── emotion_detection
    │           │   ├── test_detect_faces.py
    │           │   ├── test_generate_random_FileName.py
    │           │   └── test_read_image.py
    │           ├── image_detection
    │           │   ├── test_detect_faces.py
    │           │   └── test_read_image.py
    │           ├── models
    │           │   ├── test_File.py
    │           │   ├── test_Membership.py
    │           │   ├── test_Payment.py
    │           │   ├── test_TrackedRequest.py
    │           │   └── test_User.py
    │           ├── permissions
    │           │   └── test_IsMember.py
    │           ├── serializers
    │           │   ├── test_ChangeEmailSerializer.py
    │           │   ├── test_ChangePasswordSerializer.py
    │           │   ├── test_FileSerializer.py
    │           │   ├── test_SubscribeSerializer.py
    │           │   └── test_TokenSerializer.py
    │           └── views
    │               ├── test_APIKeyView.py
    │               ├── test_CancelSubscription.py
    │               ├── test_ChangeEmailView.py
    │               ├── test_ChangePasswordView.py
    │               ├── test_FileUploadView.py
    │               ├── test_ImageRecognitionView.py
    │               ├── test_SubscribeView.py
    │               ├── test_UserDetailsView.py
    │               └── test_UserEmailView.py
    └── frontend
        ├── .env.example
        ├── .gitignore
        ├── Dockerfile
        ├── cypress
        │   ├── features
        │   │   └── test_features
        │   ├── integration
        │   │   └── test_integration
        │   └── support
        │       └── test_support
        ├── cypress.config.js
        ├── package.json
        ├── public
        │   ├── favicon.ico
        │   ├── index.html
        │   └── manifest.json
        ├── src
        │   ├── App.js
        │   ├── __tests__
        │   │   ├── App.test.js
        │   │   └── containers
        │   │       ├── Account
        │   │       ├── Layout
        │   │       └── containers.test.js
        │   ├── assets
        │   │   ├── css
        │   │   │   ├── checkoutform.module.css
        │   │   │   └── landingpage.module.css
        │   │   ├── images
        │   │   │   ├── LogoInsta.js
        │   │   │   ├── api-usage.svg
        │   │   │   ├── apirecognize.svg
        │   │   │   ├── cat.jpg
        │   │   │   ├── face-logo.svg
        │   │   │   ├── face.png
        │   │   │   ├── google-logo.svg
        │   │   │   ├── imagePlaceHolder.png
        │   │   │   ├── insta-logo.svg
        │   │   │   ├── kubernetes.svg
        │   │   │   ├── login.svg
        │   │   │   ├── logo.svg
        │   │   │   ├── logoface-black.svg
        │   │   │   ├── logoface.svg
        │   │   │   ├── logorecognize-black.svg
        │   │   │   ├── logorecognize.svg
        │   │   │   ├── openai.svg
        │   │   │   ├── openai1.svg
        │   │   │   ├── pic1.png
        │   │   │   ├── pic2.png
        │   │   │   ├── pic3.png
        │   │   │   ├── pytorch.svg
        │   │   │   ├── result.svg
        │   │   │   ├── short_paragraph.png
        │   │   │   ├── tensorflow-text.svg
        │   │   │   ├── tensorflow.svg
        │   │   │   └── upload.svg
        │   │   └── videos
        │   │       └── video.mp4
        │   ├── constants.js
        │   ├── containers
        │   │   ├── Account
        │   │   │   ├── APIKey.js
        │   │   │   ├── APIUsage.js
        │   │   │   ├── Billing.js
        │   │   │   ├── ChangeEmail.js
        │   │   │   ├── ChangePassword.js
        │   │   │   ├── Chart.js
        │   │   │   ├── Checkout.js
        │   │   │   ├── CheckoutForm.js
        │   │   │   ├── Completion.js
        │   │   │   ├── Payment.js
        │   │   │   ├── Profile.js
        │   │   │   ├── Profile.jsx.jsx
        │   │   │   ├── Shell.js
        │   │   │   ├── Studio.js
        │   │   │   └── SubscribeForm.js
        │   │   ├── Contact.js
        │   │   ├── CustomLoginForm.js
        │   │   ├── CustomSignupForm.js
        │   │   ├── Demo.js
        │   │   ├── Eye.js
        │   │   ├── EyeSlash.js
        │   │   ├── Footer.js
        │   │   ├── InviteDemo.js
        │   │   ├── LandingPage.js
        │   │   ├── LandingPage.jsx.jsx
        │   │   ├── Layout
        │   │   │   ├── DesktopContainer.js
        │   │   │   └── MobileContainer.js
        │   │   ├── Layout.js
        │   │   ├── Login.js
        │   │   ├── Pricing.js
        │   │   ├── Signup.js
        │   │   └── Steps.js
        │   ├── hoc
        │   │   └── hoc.js
        │   ├── index.js
        │   ├── registerServiceWorker.js
        │   ├── routes.js
        │   ├── store
        │   │   ├── actions
        │   │   │   ├── actionTypes.js
        │   │   │   └── auth.js
        │   │   ├── reducers
        │   │   │   └── auth.js
        │   │   └── utility.js
        │   └── utils.js
        └── tailwind.config.js

🧩 4. Modules

backend
File Summary
Dockerfile HTTP error 401 for prompt backend/Dockerfile
.editorconfig HTTP error 401 for prompt backend/.editorconfig
Makefile HTTP error 401 for prompt backend/Makefile
.env.example HTTP error 401 for prompt backend/.env.example
pyproject.toml HTTP error 401 for prompt backend/pyproject.toml
manage.py HTTP error 401 for prompt backend/manage.py
requirements.txt HTTP error 401 for prompt backend/requirements.txt
backend.home
File Summary
urls.py HTTP error 401 for prompt backend/home/urls.py
backend.home.wsgi
File Summary
dev.py HTTP error 401 for prompt backend/home/wsgi/dev.py
prod.py HTTP error 401 for prompt backend/home/wsgi/prod.py
backend.home.settings
File Summary
base.py HTTP error 401 for prompt backend/home/settings/base.py
dev.py HTTP error 401 for prompt backend/home/settings/dev.py
prod.py HTTP error 401 for prompt backend/home/settings/prod.py
backend.core
File Summary
serializers.py HTTP error 401 for prompt backend/core/serializers.py
permissions.py HTTP error 401 for prompt backend/core/permissions.py
admin.py HTTP error 401 for prompt backend/core/admin.py
apps.py HTTP error 401 for prompt backend/core/apps.py
tests.py HTTP error 401 for prompt backend/core/tests.py
views.py HTTP error 401 for prompt backend/core/views.py
delete.py HTTP error 401 for prompt backend/core/delete.py
urls.py HTTP error 401 for prompt backend/core/urls.py
models.py HTTP error 401 for prompt backend/core/models.py
emotion_detection.py HTTP error 401 for prompt backend/core/emotion_detection.py
backend.core.management.commands
File Summary
superuser.py HTTP error 401 for prompt backend/core/management/commands/superuser.py
frontend
File Summary
Dockerfile HTTP error 401 for prompt frontend/Dockerfile
package.json HTTP error 401 for prompt frontend/package.json
.env.example HTTP error 401 for prompt frontend/.env.example
tailwind.config.js HTTP error 401 for prompt frontend/tailwind.config.js
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frontend.cypress.integration
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frontend.cypress.support
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frontend.cypress.features
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frontend.public
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manifest.json HTTP error 401 for prompt frontend/public/manifest.json
frontend.src
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constants.js HTTP error 401 for prompt frontend/src/constants.js
utils.js HTTP error 401 for prompt frontend/src/utils.js
registerServiceWorker.js HTTP error 401 for prompt frontend/src/registerServiceWorker.js
App.js HTTP error 401 for prompt frontend/src/App.js
routes.js HTTP error 401 for prompt frontend/src/routes.js
index.js HTTP error 401 for prompt frontend/src/index.js
frontend.src.hoc
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hoc.js HTTP error 401 for prompt frontend/src/hoc/hoc.js
frontend.src.store
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utility.js HTTP error 401 for prompt frontend/src/store/utility.js
frontend.src.store.reducers
File Summary
auth.js HTTP error 401 for prompt frontend/src/store/reducers/auth.js
frontend.src.store.actions
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auth.js HTTP error 401 for prompt frontend/src/store/actions/auth.js
actionTypes.js HTTP error 401 for prompt frontend/src/store/actions/actionTypes.js
frontend.src.__tests__
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frontend.src.__tests__.containers
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containers.test.js HTTP error 401 for prompt frontend/src/__tests__/containers/containers.test.js
frontend.src.__tests__.containers.Account
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frontend.src.__tests__.containers.Layout
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frontend.src.containers
File Summary
Signup.js HTTP error 401 for prompt frontend/src/containers/Signup.js
Login.js HTTP error 401 for prompt frontend/src/containers/Login.js
Contact.js HTTP error 401 for prompt frontend/src/containers/Contact.js
CustomLoginForm.js HTTP error 401 for prompt frontend/src/containers/CustomLoginForm.js
Steps.js HTTP error 401 for prompt frontend/src/containers/Steps.js
InviteDemo.js HTTP error 401 for prompt frontend/src/containers/InviteDemo.js
EyeSlash.js HTTP error 401 for prompt frontend/src/containers/EyeSlash.js
Footer.js HTTP error 401 for prompt frontend/src/containers/Footer.js
Demo.js HTTP error 401 for prompt frontend/src/containers/Demo.js
CustomSignupForm.js HTTP error 401 for prompt frontend/src/containers/CustomSignupForm.js
Eye.js HTTP error 401 for prompt frontend/src/containers/Eye.js
Layout.js HTTP error 401 for prompt frontend/src/containers/Layout.js
LandingPage.jsx.jsx HTTP error 401 for prompt frontend/src/containers/LandingPage.jsx.jsx
LandingPage.js HTTP error 401 for prompt frontend/src/containers/LandingPage.js
Pricing.js HTTP error 401 for prompt frontend/src/containers/Pricing.js
frontend.src.containers.Account
File Summary
Profile.js HTTP error 401 for prompt frontend/src/containers/Account/Profile.js
APIUsage.js HTTP error 401 for prompt frontend/src/containers/Account/APIUsage.js
ChangePassword.js HTTP error 401 for prompt frontend/src/containers/Account/ChangePassword.js
Chart.js HTTP error 401 for prompt frontend/src/containers/Account/Chart.js
Shell.js HTTP error 401 for prompt frontend/src/containers/Account/Shell.js
Profile.jsx.jsx HTTP error 401 for prompt frontend/src/containers/Account/Profile.jsx.jsx
Completion.js HTTP error 401 for prompt frontend/src/containers/Account/Completion.js
ChangeEmail.js HTTP error 401 for prompt frontend/src/containers/Account/ChangeEmail.js
Payment.js HTTP error 401 for prompt frontend/src/containers/Account/Payment.js
SubscribeForm.js HTTP error 401 for prompt frontend/src/containers/Account/SubscribeForm.js
APIKey.js HTTP error 401 for prompt frontend/src/containers/Account/APIKey.js
CheckoutForm.js HTTP error 401 for prompt frontend/src/containers/Account/CheckoutForm.js
Billing.js HTTP error 401 for prompt frontend/src/containers/Account/Billing.js
Studio.js HTTP error 401 for prompt frontend/src/containers/Account/Studio.js
Checkout.js HTTP error 401 for prompt frontend/src/containers/Account/Checkout.js
frontend.src.containers.Layout
File Summary
DesktopContainer.js HTTP error 401 for prompt frontend/src/containers/Layout/DesktopContainer.js
MobileContainer.js HTTP error 401 for prompt frontend/src/containers/Layout/MobileContainer.js

🚀 5. Getting Started

📝 5.1. Requirements

Please make sure you have the following dependencies installed on your system:

Compulsory

- ℹ️ NodeJS >= 10.18.0

- ℹ️ NPM >= 6.13.4

- ℹ️ Python = 3.8.0

- ℹ️ Pip >= 19.2.3

Optional

- ℹ️ Poetry >= 1.8.2

⚙️ 5.2 Previous Steps

Setting you up!

  • Before installing the application—either online or locally—it is necessary that you configure your Stripe & Cloudinary accounts, as well as your PostgreSQL database; the later, only if you are planning to deploy the software on the internet.

    Get your Stripe API keys here

    Configure your Cludinary account, learn here

    Set your PostgreSQL DB locally or online1/online2/online3

After you have made those configurations, prepare these environment variables that will be required. See an example below.

  • In ./frontend/.env

    # REACT CONFIG: DEVELOPMENT or PRODUCTION
    REACT_APP_ENVIRONMENT=DEVELOPMENT
    REACT_APP_DEBUG=true
    
    # BASE URL OF THE HOST FOR DEV. & PROD. (the backend host)
    REACT_APP_DEV_URL=http://127.0.0.1:8000
    REACT_APP_PROD_URL=https://www.example.com
    
    # CLOUDINARY CONFIG
    REACT_APP_CLOUDINARY_API_KEY=00000034034
    REACT_APP_CLOUDINARY_API_SECRET=yoursecreteapikey
    REACT_APP_CLOUDINARY_CLOUD_NAME=yourcloudname
    
    # STRIPE CONFIG
    REACT_APP_STRIPE_PUBLISH_KEY_DEV=pk_test_TYooMQauvdEDq54NiTphI7jx
    REACT_APP_STRIPE_PUBLISH_KEY_PROD=pk_test_TYooMQauvdEDq54NiTphI7jx
  • And in ./backend/.env

    # DJANGO SETUP, ENVIROMENT 2 options: DEVELOPMENT OR PRODUCTION
    # set preferably debug to false in production 
    ENVIRONMENT=DEVELOPMENT
    DEBUG=True
    SECRET_KEY=yourscetedjangobackendkey
    
    # CLOUDINARY SETUP
    API_KEY=00000034034
    API_SECRET=yoursecreteapikey
    CLOUD_NAME=yourcloudname
    
    # POSTGRESQL DATABASE SETUP
    DB_ENGINE=django.db.backends.postgresql_psycopg2
    DB_NAME=dbname
    DB_USER=dbusername
    DB_PASSWORD=dbpassword
    DB_HOST=dbhost
    DB_PORT=5432
    
    # FOR STRIPE PAYMENT IN TEST (DEVELOPMENT) MODE
    # these are the default keys provided by Stripe
    STRIPE_TEST_PUBLISH_KEY=pk_test_TYooMQauvdEDq54NiTphI7jx
    STRIPE_TEST_SECRET_KEY=sk_test_4eC39HqLyjWDarjtT1zdp7dc
    
    # FOR STRIPE PAYMENT IN LIVE (PRODUCTION) MODE
    # Change this to your keys
    STRIPE_LIVE_PUBLISH_KEY=pk_test_TYooMQauvdEDq54NiTphI7jx
    STRIPE_LIVE_SECRET_KEY=sk_test_4eC39HqLyjWDarjtT1zdp7dc

    Note that in production, your will require a non-local PostgreSQL setup, and on development you can go for the default Django database Sqlite3, which doesn't require any DB previous configuration.


🔧 6. Installation

If you want to test the software asap, go for 6.1 and if you want to install everything manually, begin at 6.2 onwards.

📦 6.1 With Docker

  • Pull the Frontend Image

    docker pull joseaidocker/recognize:recognizefront
  • Pull the Backend Image

    docker pull joseaidocker/recognize:recognizeback
  • Create two environment files back.env and front.env, containing the following variables (change them at your convenience):

    • For the back.env file:

      ENVIRONMENT=DEVELOPMENT
      DEBUG=True
      SECRET_KEY=yourscetedjangobackendkey
      API_KEY=00000034034
      API_SECRET=yoursecreteapikey
      CLOUD_NAME=yourcloudname
      DB_ENGINE=django.db.backends.postgresql_psycopg2
      DB_NAME=dbname
      DB_USER=dbusername
      DB_PASSWORD=dbpassword
      DB_HOST=dbhost
      DB_PORT=5432
      STRIPE_TEST_PUBLISH_KEY=pk_test_TYooMQauvdEDq54NiTphI7jx
      STRIPE_TEST_SECRET_KEY=sk_test_4eC39HqLyjWDarjtT1zdp7dc
      STRIPE_LIVE_PUBLISH_KEY=pk_test_TYooMQauvdEDq54NiTphI7jx
      STRIPE_LIVE_SECRET_KEY=sk_test_4eC39HqLyjWDarjtT1zdp7dc
    • For the front.env file:

      REACT_APP_ENVIRONMENT=DEVELOPMENT
      REACT_APP_DEBUG=true
      REACT_APP_DEV_URL=http://127.0.0.1:8000
      REACT_APP_PROD_URL=https://www.example.com
      REACT_APP_CLOUDINARY_API_KEY=00000034034
      REACT_APP_CLOUDINARY_API_SECRET=yoursecreteapikey
      REACT_APP_CLOUDINARY_CLOUD_NAME=yourcloudname
      REACT_APP_STRIPE_PUBLISH_KEY_DEV=pk_test_TYooMQauvdEDq54NiTphI7jx
      REACT_APP_STRIPE_PUBLISH_KEY_PROD=pk_test_TYooMQauvdEDq54NiTphI7jx
  • Finally, run the docker images with:

    docker run  -p 3000:3000 --name recognizeFRONT --env-file front.env recognizefront
    docker run  -p 8000:8080 --name recognizeBACK --env-file back.env recognizeback

Note that on development, the parameter port of REACT_APP_DEV_URL (8000, according to the example) should match the output port of the command in docker run -p 8000:8080 --name recognizeBACK --env-file back.env recognizeback, so that frontend can communicate with the backend locally :)

📚 6.2 Without Docker

💻 6.2.1 Frontend Installation

  • Clone the repository and move to the root folder:

    git clone https://github.com/jatolentino/AI-Facial-recognition
    cd AI-Facial-recognition
  • Navigate to the ./frontend folder and run:

    npm install
  • Run the frontend with:

    npm start

To start the frontend site, you should have previously configured ./frontend/.env, at least with the development environment parameters.

🥅 6.2.2 Backend Installation

Change to the project directory, and choose either the Poetry (2.2.2.A) or Pip (2.2.2.B) installation:

cd ./backend
🔌 6.2.2.A With Poetry—easy installation
make full

The above command will create a virtual environment, install all the django & python packages needed, create a superuser called admin and a user called user, both with password: password, and run the application in localhost:8000. For more information read the ./backend/Makefile file.

🎡 6.2.2.B With Pip—step-by-step installation
  • Create a virtual environment

    python -m venv env
  • Switch to the virtual env in Windows

    source env/Scripts/activate

    Or in Linux/Mac

    source env/bin/activate
  • Install the requirements

    pip install -r requirements.txt 
  • Make the migrations

    python manage.py makemigrations 
    python migrate --run-syncdb
  • Modify the rmn package for face recognition

    cp custom_rmn/__init__.py env/Lib/site-packages/rmn/
  • Collect the static files

    python manage.py collectstatic
  • Create a superuser & user

    python manage.py superuser --username admin --password password --noinput --email '[email protected]'

    This will create and admin & user, both with the same name respectively and with a password: password. For more information, check this file: ./backend/core/management/commands/superuser.py.

  • Run the application

    python manage.py runserver

🧐 7. Verify

  • For the Frontend

    Visit the following urls:

    • http://localhost:3000/: Note that the /admin path is a honeypot
  • For the Backend

    Visit the following urls:

    • http://localhost:8000/secretadmin/: Note that the /admin path is a honeypot
    • http://localhost:8000/rest-auth/registration/: To login
    • http://localhost:8000/api-auth/login/?next=/api/demo/: To register an account
    • http://localhost:8000/api/demo/: To test the API

🧪 8. Tests

To execute tests, run:

npm test

🛠 9. Project Roadmap

  • ► User registration
  • ► User login
  • ► User Dashboard
  • ► API key assignement
  • ► API consumption tracking
  • ► Payment System: Cost per API request
  • ► Admin Dashboard
  • ► New API key generation
  • ► Admin creates new Membership Plans

🤝 10. Contributing

Contributions are welcome! Here are several ways you can contribute:

Contributing Guidelines
  1. Fork the Repository: Start by forking the project repository to your GitHub account.
  2. Clone Locally: Clone the forked repository to your local machine using a Git client.
    git clone https://github.com/jatolentino/AI-Facial-recognition
  3. Create a New Branch: Always work on a new branch, giving it a descriptive name.
    git checkout -b new-feature-x
  4. Make Your Changes: Develop and test your changes locally.
  5. Commit Your Changes: Commit with a clear message describing your updates.
    git commit -m 'Implemented new feature x.'
  6. Push to GitHub: Push the changes to your forked repository.
    git push origin new-feature-x
  7. Submit a Pull Request: Create a PR against the original project repository. Clearly describe the changes and their motivations.

Once your PR is reviewed and approved, it will be merged into the main branch.


📄 11. License

This project is protected under the SELECT-A-LICENSE License. For more details, refer to the LICENSE file.


👏 12. Acknowledgments

[1] L. Pham, T. H. Vu and T. A. Tran, "Facial Expression Recognition Using Residual Masking Network," 2020 25th International Conference on Pattern Recognition (ICPR), Milan, Italy, 2021, pp. 4513-4519, doi: 10.1109/ICPR48806.2021.9411919. Repo here

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