/Code-DCGAN

[ICLR 2016] Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks (pytorch tutorial)

Primary LanguageJupyter Notebook

DCGAN

Provide the PyTorch tutorial code for understanding DCGAN (Deep Convolutional GAN) model.

Original paper: Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks. [ICLR 2016]
All codes were obtained from the official pyTorch page: [Link]

The network pipeline.

DCGAN

Dataset

Celeb-A Faces
Google Drive

· Celeb-A Faces dataset is a large collection of celebrity facial images used for tasks like facial recognition and generative modeling.
· It includes over 200,000 diverse celebrity images.
· Please download the data from the Google Drive link above, unzip the zip file, and then move it to the data/celeba directory.
gen

Results

generated

📖 Lecture Note

  • DCGAN lecture note: [Link] (23.11.09)