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Improved Techniques for Training GANs

code for the paper

実装について

Requirements

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