天天看點

[ICCV2019] InGAN: Capturing and Remapping the “DNA” of a Natural Image

ICCV2019 ORAL

作者:Assaf Shocher,The Weizmann Institute of Science,以色列

Intro

第一篇用單張圖檔訓練GAN來學習internal statistic的文章。輸入單張圖檔訓練,生成影像為任意大小形狀的類似圖檔。

[ICCV2019] InGAN: Capturing and Remapping the “DNA” of a Natural Image

Method

生成器輸入image x以及幾何變換 T,鑒别器為多尺度。訓練時,T随機采樣,測試時,T根據需求標明。

[ICCV2019] InGAN: Capturing and Remapping the “DNA” of a Natural Image
[ICCV2019] InGAN: Capturing and Remapping the “DNA” of a Natural Image

Results

[ICCV2019] InGAN: Capturing and Remapping the “DNA” of a Natural Image
[ICCV2019] InGAN: Capturing and Remapping the “DNA” of a Natural Image
[ICCV2019] InGAN: Capturing and Remapping the “DNA” of a Natural Image
[ICCV2019] InGAN: Capturing and Remapping the “DNA” of a Natural Image