Improved Techniques for Training GANs

January 28, 2017 · View on GitHub

code for the paper

実装について

Requirements

  • Chainer 1.18

Animeface

45,000枚のアニメ顔画像を学習させました。

See result (7MB .jpg)

Analogies

DCGAN

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DCGAN + Feature matching

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DCGAN + Minibatch discrimination

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DCGAN + Minibatch discrimination + Feature matching

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Semi-supervised MNIST Classification

semi_supervised_seed_1

semi_supervised_seed_2

Contents

  1. 0.1Requirements
  2. 1Analogies
  3. 1.1DCGAN
  4. 1.2DCGAN + Feature matching
  5. 1.3DCGAN + Minibatch discrimination
  6. 1.4DCGAN + Minibatch discrimination + Feature matching