DCGANs

DCGANs

Category: Generative Models
Framework: PyTorch
Dataset: CIFAR
Created: August 06, 2025

Overview

From scratch implementation of DCGANs

Technical Details

  • Framework: PyTorch
  • Dataset: CIFAR
  • Category: Generative Models

Implementation Details

DCGAN from Scratch

Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks

Datasets

CIFAR10: Used torchvision to download the train part of the CIFAR10 dataset directly
CelebA: Link

Frameworks:

Pytorch

Results

Training steps: 7800

CelebA

fake_images_steps_11700

Training steps: 11700

CIFAR10

fake_images_steps_7500

Source Code

๐Ÿ“ GitHub Repository: DCGANs

View the complete implementation, training scripts, and documentation on GitHub.