1 code implementation • 19 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.
1 code implementation • 19 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.
no code implementations • 23 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.
1 code implementation • 15 Jul 2019 • Ziqiang Li, Rentuo Tao, Qianrun Wu, Bin Li
Automatic medical image segmentation has wide applications for disease diagnosing.