Skip to content

An enhanced zi2zi project with word-oriented data augmentation, feature combination, and transfer learning.

Notifications You must be signed in to change notification settings

yunchenlo/Font2Font

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

70 Commits
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Font2Font

Yun-Chen Lo, Yi-Ren Chen, Jerry Zhang Jian (NTHU EE)

An enhanced zi2zi project [1] with word-oriented data augmentation, feature combination, and transfer learning.

This repo is based on zi2zi project with incremental boost inspired on recent research and our observation on Chinese Characters.

Folder Description

Font2Font
|	README.md
└──	src/
|	└── zi2zi/					# original zi2zi with data aug options
|	└── zi2zi_hir/					# + combine levels of features
|	└── zi2zi_hir_dis/				# + increase discriminator complexity
|	└── zi2zi_hir_morefilter/			# + alternative ways of complexity boost
|	PastDiscussion/
|	PriorWork/
|	Report/
|	└── Interim/
|	└── Final/

Code Running Example

Train zi2zi 
change directory to src/zi2zi;
$ make all // prepare data, train, and evaluate on demo word

Dependency

  • tensorflow 0.8
  • python 3.x

Major contributions

alt text

Word-oriented data augmentation

alt text

Combine different level feature

alt text

Transfer Learning

alt text

Difficulty-aware adjustment

alt text

Result

alt text

Future Work

Add code or tools to generate compatible Chinese font (.ttf)

Add handwriting dataset and tools for further application exploration

About

An enhanced zi2zi project with word-oriented data augmentation, feature combination, and transfer learning.

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Contributors 3

  •  
  •  
  •