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https://github.com/bchao1/conditional-gan-anime-generation

Conditional anime generation using conditional GAN.

https://github.com/bchao1/conditional-gan-anime-generation

Science Score: 23.0%

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    Links to: arxiv.org
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    Low similarity (4.2%) to scientific vocabulary

Keywords

anime conditional-gan gan
Last synced: 9 months ago · JSON representation

Repository

Conditional anime generation using conditional GAN.

Basic Info
  • Host: GitHub
  • Owner: bchao1
  • Language: Python
  • Default Branch: master
  • Homepage:
  • Size: 2.59 MB
Statistics
  • Stars: 3
  • Watchers: 2
  • Forks: 2
  • Open Issues: 1
  • Releases: 0
Topics
anime conditional-gan gan
Created over 7 years ago · Last pushed over 7 years ago
Metadata Files
Readme

README.md

Conditional GAN Anime Generation

Conditional Anime Generation using conditional GAN.

Model and Objectives

model

Different from vanilla GAN, the generator and discriminator in conditional GAN (abbr. CGAN) will be given a specific condition (could be a one-hot vector indicating classes or a word-embedding).

The discriminator considers the following cases:
1. Real distribution, correct conditon -> positive 2. Real distribution, wrong condition -> negative 3. Fake distribution, real condition -> negative

Our training process roughly follows the paper: https://arxiv.org/abs/1605.05396, only that the text descriptions are replaced with a one-hot class vector.

cgan algo

Results

|Fixing noise| |------------| |fix noise|

|Changing eye color| |------------------| |change eye| |change eye| |change eye|

|Change hair color| |-----------------| |change hair| |change hair| |change hair|

|Condition|Generated| |---------|---------| |blonde hair, purple eyes|gen| |blue hair, red eyes|gen| |white hair, green eyes|gen|

Owner

  • Name: Brian Chao
  • Login: bchao1
  • Kind: user
  • Location: Stanford, California
  • Company: Stanford University

Stanford Ph.D. student. Research in computational photography, displays, and computer graphics. Open source enthusiast.

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Mckinsey666 w****0@g****m 3

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