Skip to content

Navigation Menu

Sign in
Appearance settings

Search code, repositories, users, issues, pull requests...

Provide feedback

We read every piece of feedback, and take your input very seriously.

Saved searches

Use saved searches to filter your results more quickly

Appearance settings

Latest commit

 

History

History
History
 
 

Folders and files

NameName
Last commit message
Last commit date

parent directory

..
 
 
 
 
 
 

README.md

Outline

Chapter04: Style Transfer in the Fashion Industry Using using GANs

The concept of style transfer refers to the process of rendering the style of a product into another product. Imagine that your fashion-crazy friend bought a blue-printed bag and wanted to get a pair of shoes of a similar print to go with it. Up until 2016, this might not have been possible, unless they were friends with a fashion designer who would first have to design a shoe before it was approved for production. With the recent progress in generative adversarial networks; however, this kind of design process can be carried out easily.

Goal

  • To build a System that con convert handbag edges to Handbag Images
  • Learn the architectures of the Model and the technical knowhow

Dataset Link

[Data] (https://people.eecs.berkeley.edu/~tinghuiz/projects/pix2pix/datasets/edges2handbags.tar.gz)

Command to execute image_split.py for preprocessing image

python image_split.py --path /media/santanu/9eb9b6dc-b380-486e-b4fd-c424a325b976/edges2handbags/ --_dir_ train

Command to execute cycledGAN_edges_to_bags.py to train the GAN and generate images

python cycledGAN_edges_to_bags.py process_main  --dataset_dir /media/santanu/9eb9b6dc-b380-486e-b4fd-c424a325b976/edges2handbags/ epochs 100

These are sample commands and need to be changed accordingly based on data repositories,output directory,etc

Morty Proxy This is a proxified and sanitized view of the page, visit original site.