计算机视觉(CV)-生成模型：GAN经典模型【CGAN、CycleGAN、LSGAN、WGAN、DCGAN、BigGAN、StyleGAN、Pix2Pix、StackGAN】

阳光穿透心脏的1/2处 2023-10-05 16:23 21阅读 0赞

Generative Adversarial Networks经典结构：

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ACGAN  
BiGAN/ALI  
BigGAN  
CycleGAN=DualGAN=DiscoGAN  
Conditional GANs  
CoupleGAN  
ComboGAN(Cycle Consistency)  
DCGAN  
DuelGAN  
EBGAN/BEGAN  
fGAN  
GAN  
InfoGAN  
LSGAN(Least Square GAN)  
LSGAN(Loss-Sensitive GAN)  
MMGAN  
NSGAN  
Progressive GAN  
RankGAN  
StackGAN  
StarGAN  
SeqGAN  
StyleGAN  
Triple GAN  
Unroll GAN  
VAEGAN  
WGAN  
XGAN

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Improved WGAN  
Spectrum Norm

UNIT

Improved Techniques for Training GANs

Progressively Growing GANs

DTN(Semantic Consistency)  
XGAN(Semantic Consistency)

Pix2Pix

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参考资料：  
[GitHub:The-GAN-Zoo][GitHub_The-GAN-Zoo]  
[GAN系列-学习GAN模型必读的论文综述][GAN_-_GAN]  
[GAN的系列经典模型讲解][GAN]  
[CNN经典模型汇总][CNN]  
[CNN经典模型VGG][CNN_VGG]  
[卷积神经网络之VGG][VGG]  
[深度学习中最常见GAN模型应用与解读 ][GAN_]  
[原始GAN存在的问题][GAN 1]  
[原始GAN究竟出了什么问题][GAN 2]  
[谈谈WGAN的理解-原始GAN存在问题][WGAN_-_GAN]

[GitHub_The-GAN-Zoo]: https://github.com/hindupuravinash/the-gan-zoo
[GAN_-_GAN]: https://zhuanlan.zhihu.com/p/94484689
[GAN]: https://blog.csdn.net/ch18328071580/article/details/96721665
[CNN]: https://blog.csdn.net/qq_26591517/article/details/79805884
[CNN_VGG]: https://www.cnblogs.com/cocode/p/10252175.html
[VGG]: https://www.cnblogs.com/wangguchangqing/p/10338560.html
[GAN_]: https://www.sohu.com/a/348946784_100007727
[GAN 1]: https://blog.csdn.net/love_image_xie/article/details/84873933
[GAN 2]: https://zhuanlan.zhihu.com/p/117877013
[WGAN_-_GAN]: https://zhuanlan.zhihu.com/p/164922388?utm_source=wechat_session