Express Construction for GANs from Latent Representation to Data Distribution

Express Construction for GANs from Latent Representation to Data Distribution

Generative Adversarial Networks (GANs) are powerful generative models for numerous tasks and datasets. However, most of the existing models suffer from mode collapse. The most recent research indicates that the reason for it is that the optimal transportation map from random noise to the data distri...

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Bibliographic Details
Main Authors: Minghui Liu, Jiali Deng, Meiyi Yang, Xuan Cheng, Tianshu Xie, Pan Deng, Xiaomin Wang, Ming Liu
Format: Article
Language:English
Published: MDPI AG 2022-04-01
Series:Applied Sciences
Subjects:
generative adversarial networks
mode collapse
transportation maps
latent representation
express construction
Online Access:https://www.mdpi.com/2076-3417/12/8/3910

Internet

https://www.mdpi.com/2076-3417/12/8/3910

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