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cgan

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Implementation of a cGAN to perform a data generation task on the CIFAR10 dataset. This generation can be used both to augment the original CIFAR10 dataset or to generate a new dataset, based on CIFAR10 classes, from scratch. It also has been implemented a pre-trained classifier in order to evaluate the performance of the cGAN model.

  • Updated Feb 13, 2023
  • Python

GAN Step By Step -- GSBS,顾名思义,我希望我自己能够一步一步的学习GAN。GAN 又名 生成对抗网络,是最近几年很热门的一种无监督算法,他能生成出非常逼真的照片,图像甚至视频。GAN是一个图像的全新的领域,从2014的GAN的发展现在,在计算机视觉中扮演这越来越重要的角色,并且到每年都能产出各色各样的东西,GAN的理论和发展都蛮多的。我感觉最近有很多人都在学习GAN,但是国内可能缺少比较多的GAN的理论及其实现,所以我也想着和大家一起学习,并且提供主流框架下 **pytorch,tensorflow,keras** 的一些实现教学。 在一个2016年的研讨会,`杨立昆`描述生成式对抗网络是“`机器学习这二十年来最酷的想法`”。

  • Updated Jan 11, 2023
  • Python

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