👌
"
GAN
GAN
GAN
GAN
🙆
GAN
GAN
GAN
GAN
GAN
DCGAN
DCGAN
GAN -> DCGAN
arXiv:1511.06434
NN
NN
CNN
CNN
CNN
CNN
CNN
CNN
DCGAN
DCGAN
Generator
arXiv:1511.06434
Generator
arXiv:1511.06434
Generator


Generator


Generator
dumoulin/conv_arithmetic
Generator
Generator
Generator
Generator
Generator
Generator
Generator
Generator
Generator
Generator


Generator
Generator
arXiv:1502.03167
Generator


Generator
DCGAN
Discriminator
arXiv:1511.06434
Discriminator
arXiv:1511.06434
Discriminator
Discriminator
Discriminator
dumoulin/conv_arithmetic
Discriminator
Discriminator
Discriminator
Discriminator
Discriminator
Discriminator
Discriminator
DCGAN
DCGAN
DCGAN
DCGAN
DCGAN
DCGAN
DCGAN
DCGAN
DCGAN
DCGAN
. Deep Learning―Python
, 2016
! PyTorch ,
2019
Goodfellow, Ian, et al. Generative adversarial nets., Advances in neural
information processing systems. 2014
Radford, Alec, Luke Metz, Soumith Chintala. Unsupervised representation
learning with deep convolutional generative adversarial networks., arXiv
preprint, arXiv:1511.06434. 2015
Thank you!
Thank you!
CS231n Winter 2016: Lecture 13: Segmentation, soft attention,
spatial transformers
https://youtu.be/ByjaPdWXKJ4
PyTorch documentation
https://pytorch.org/docs/

GANの概要とDCGANのアーキテクチャ/アルゴリズム