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CVAE-GAN: Fine-Grained Image Generation through Asymmetric Training のメモ

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Jianmin Bao, Dong Chen, Fang Wen, Houqiang Li, Gang Hua

  • 2017年の論文 MSR中国

  • Conditional VAEとGANを組み合わせてコンディションを入れて画像生成する。

  • 図中のC はクラス分類、Dはディスクリミネータ。ざっくりいうと、CVAEの後ろに、GANのディスクリミネータを入れると同時にクラス分類タスクを入れる。

image.png

上の図には書かれていないが、クラス分類にはxそのものも入れているようだ。

image.png

VAE/GANに素直にコンディションを足した、という感じか。

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