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VIRTUON (Virtual Try On Network)

The objective is to transfer garments across images of people with arbitrary body pose, shape and clothing.
Garment transfer is a challenging task that requires

  • disentangling the features of the clothing from the body pose and shape.
  • realistic synthesis of the garment texture on the new body.

imgonline-com-ua-twotoone-nHcqAwB6EpgjBS

Project Report

You can Checkout project report's pdf here

Step to run this project:

Method 1:

  1. Clone this repo or download the zip file.
  2. Ensure you have Python3 and pip already installed on your system.
  3. Navigate to VIRTUON/model_deployment
  4. Setup virtual environment
  • In Linux
    • Run the following commands in terminal
   pip3 install virtualenv 
   virtualenv venv
   source venv/bin/activate
  • In Windows CMD
    • Run the following commands in cmd.exe
   python3 -m pip3 install virtualenv
   python3 -m virtualenv venv
   venv\Scripts\activate.bat
  • In Windows PowerShell
    • Run the following commands in PowerShell.exe

Note: By default, external script execution is disabled in Powershell.
For more details refer here.

   python3 -m pip3 install virtualenv 
   python3 -m virtualenv venv
   Set-ExecutionPolicy -ExecutionPolicy RemoteSigned -Scope CurrentUser
   venv\Scripts\Activate.ps1

Note : To deactivate the Virtual Enviorment use deactivate command.
For more detials about Virtual Enviroments in Python checkout this.

  1. Install the dependencies
  • Note you should be in model_deployment folder and ensure requirements.txt exist.
  • Run the following command
 pip3 install -r requirements.txt

Note: This will take a while. It will be of approx. 850MB

  1. Starting the server
  • When starting it for first time, run the following command.
  python3 manage.py migrate
  • Now run
  python3 manage.py runserver
  • Copy and paste this address in your browser
  http://127.0.0.1:8000/
  • Tryon :)

Method 2

  1. Ensure you have Docker installed properly. If not refer this.
  2. Run the following command to pull the image. Link to the Docker image.
docker pull pra17dod/virtuon
  1. After successfully pulling the image. Run the image.
docker run -it --name virtuon -p 8000:8000 pra17dod/virtuon
  • Your server is up and running. To know more about Docker.
  • Copy and paste this address in your browser
  http://0.0.0.0:8000/
  • Tryon :)

For any installation problem or queries feel free to create an issue :)