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diya-cartoongan's Introduction

Contributors (code): 문지환, 윤준석

Contributors (presentation): 문지환, 윤준석, 박수현, 이유재, 주윤하

Project for DIYA Meet-up at Aug 4, 2019.

Goals of this project

  1. Implement CartoonGAN and train/test with our data
  2. Compare CartoonGAN and CycleGAN
  3. Add some components of CartoonGAN to CycleGAN, such as edge smoothed data, and see if image quality improves
  4. Further improve CartoonGAN

Result

Presentation (in Korean)

According to FID, CartoonGAN is better than CycleGAN, and our modified CartoonGAN is the best. (FID is smaller if two sets of images are similar)

CycleGAN CartoonGAN CartoonGAN-modified
FID with animation images 108.69 100.30 95.50
FID with photo images 76.13 80.96 81.91

Results of modified CycleGANs are not presented, because they showed little improvement.

Comparison of Generated Images

These are comparison of images generated by CartoonGAN-modified and CartoonGAN. Images generated by CartoonGAN-modified are less blurry and less dark in general.

comparison-1.png comparison-2.png comparison-3.png

Images Generated by Our Modified CartoonGAN

Here, we only present images generated with our modified, improved CartoonGAN.

ex-1.jpg ex-2.jpg ex-3.jpg ex-4.jpg ex-5.jpg ex-6.jpg ex-7.jpg ex-8.jpg ex-9.jpg

...and some worse generated images...

bad-1.jpg bad-2.jpg bad-3.jpg

Special thanks to ML2 for financial support

diya-cartoongan's People

Contributors

mnmjh1215 avatar kokookok77 avatar

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