Search Results for author: Rentuo Tao

Found 4 papers, 3 papers with code

A Systematic Survey of Regularization and Normalization in GANs

1 code implementation19 Aug 2020 Ziqiang Li, Muhammad Usman, Rentuo Tao, Pengfei Xia, Chaoyue Wang, Huanhuan Chen, Bin Li

Although a handful number of regularization and normalization methods have been proposed for GANs, to the best of our knowledge, there exists no comprehensive survey that primarily focuses on objectives and development of these methods, apart from some in-comprehensive and limited scope studies.

Data Augmentation

A New Perspective on Stabilizing GANs training: Direct Adversarial Training

1 code implementation19 Aug 2020 Ziqiang Li, Pengfei Xia, Rentuo Tao, Hongjing Niu, Bin Li

Quite a number of methods have been proposed to stabilize the training of GANs, the focuses of which were respectively put on the loss functions, regularization and normalization technologies, training algorithms, and model architectures.

Adversarial Attack Image Generation

Interpreting the Latent Space of GANs via Correlation Analysis for Controllable Concept Manipulation

no code implementations23 May 2020 Ziqiang Li, Rentuo Tao, Hongjing Niu, Bin Li

Generative adversarial nets (GANs) have been successfully applied in many fields like image generation, inpainting, super-resolution and drug discovery, etc., by now, the inner process of GANs is far from been understood.

Drug Discovery Image Generation +1

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