FashionGAN

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Revision as of 14:29, 7 December 2023 by Shayan.khajehnouri (talk | contribs)
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Introduction

Je me suis mis en groupe avec Romane, erreur.

Motivation

We have no motivation

Deliverables

Milestones and Project plan

Milestones

Milestone 1: DragGAN

  • Understand how DragGAN works
  • Find a dataset that would be appropriate for our utilization
  • Train StyleGAN

Milestone 2: Texture swap

  • Find a way to apply a texture change on an image
  • Train the Swapping Autoencoder for Deep Image Manipulation
  • Implement the Texture swap interface in our project


Milestone 3: User Interface

  • Change DragGAN's interface to make it more intuitive for our project

Milestone 4: Deliverables

  • Deliver the code on Github
  • Write the wiki page
  • Prepare the presentations

Project Plan

Week Tasks Completion
Week 3
  • Choose our project between the ones that were presented in class
  • Prepare for the first presentation
Weeks 4-5-6
  • Find some clothing datasets
  • Read papers, understand how DragGAN works
  • Define the project
  • Get familiar with the libraries we want to use (selenium, opencv...)
Weeks 7-8-9
  • Scrap the data from nowfashion website
  • Resize images
  • Clean dataset (remove the pictures that aren't in the same format as the other)
  • Get familiar with StyleGAN and its functioning
  • Find a textile dataset
Week 10
  • Define a precise planning for the following weeks
  • Prepare for the presentation
  • Write the Project Plan and the Milestones on the wiki page
  • Figure out how to implement the texture changes
  • Begin the training of the dataset with StyleGAN
Week 11
  • Install a Virtual Machine to use linux
  • Finish the training on the VM
  • Get DragGAN to work on the VM
Week 12
  • Work on the texture changing tool
  • Implement the texture changing interface
  • Start writing the description of the methods on the wiki page
Week 13
  • Adapt the DragGAN GUI to be more intuitive
  • Finalize and clean the code to then commit it to Github
  • Finish writing the wiki page