Note_StyleGAN_2.pdf

第一章 StyleGAN原理介绍 ................................ ................................ ................................ ................. 3
1.1 StyleGAN StyleGAN的前身 —— ProGAN ProGAN ................................ ................................ ............................. 3
1.2 StyleGAN 1.2 StyleGAN 架构解读 ................................ ................................ ................................ .................. 4
第二章 StyleGAN代码解读 ................................ ................................ ................................ ................. 9
2.1 StyleGAN 2.1 StyleGAN 代码架构总览 ................................ ................................ ................................ ......... 9
2.2 网络架构代码解读 ................................ ................................ ................................ ................. 10
2.3 损失函数代码解读 ................................ ................................ ................................ ................. 27
2.4 训练过程代码解读 ................................ ................................ ................................ ................. 30
第三章 StyleGAN模型修改与拓展 ................................ ................................ ................................ . 33
3.1 如何修改 StyleGAN 架构 ................................ ................................ ................................ ..... 33
3.2 如何拓展 StyleGAN 组件 ................................ ................................ ................................ ..... 33
3.3 如何指定 仅拓展组件的参数更新而固Generator Generator Generator Generator 参数 ................................ ........ 34
3.4 拓展组件无法 梯度反向传播的解决方................................ ................................ ....... 34
3.5 StyleGAN 3.5 StyleGAN 衍生论文介绍 ................................