Skip to content

CR-Richardson/Real-Time-Adjustable-Style-Transfer

 
 

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

10 Commits
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Real-Time Adjustable Style Transfer (ICLR 2020, Babaeizadeh and Ghiasi)

An Implementation of the paper 'Real-Time Adjustable Style Transfer' of ICLR 2020 for the purposes of the COMP6248 Reprocibility Challenge Coursework.


Abstract

‘Adjustable Real-Time Style Transfer’ (ICLR 2020) addresses the inclusion of a secondary conditioner network to adjust hyperparameters without retraining a style transfer network, otherwise requiring hours of computation. This document attempts to recreate the paper’s findings, by reproducing figures and describing the difficulties and nuances in reproducing the described network. Relevant code can be found at the Real-Time-Adjustable-Style-Transfer repository (git.io/JsT1E)


Team Members

  • Rohan Bungre
  • Carl Richardson
  • Charlie Steptoe
  • Alex Thomas

Implementation Details

The Python notebooks included herein are an amalgam of the work performed by the group, using the existing code base provided by Nikita Prudnikov in the Github repository here.

This repository contains two primary notebooks, found within the 'Notebooks' folder. The 'Notebook - NP.ipynb' file contains an adjusted version of the Python code provided by Nikita Prudnikov's GitHub repository mentioned above. The 'Notebook - Complete.ipynb' file contains the complete paper's reimplementation of the original network setup.


Report

The 'Report' folder contains the full reproducibility report for the COMP6248 module coursework in PDF and TEX formats.

About

An Implementation of the paper 'Real-Time Adjustable Style Transfer' of ICLR 2020 for the purposes of the COMP6248 Reprocibility Challenge Coursework.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

 
 
 

Contributors

Languages

  • Jupyter Notebook 77.1%
  • TeX 22.9%