Fading Coder

One Final Commit for the Last Sprint

Implementing Deep Convolutional GANs for Face Image Generation

Environment Setup and Dependencies import torch import torch.nn as nn import torch.optim as optim import torch.utils.data import torchvision.datasets as dset import torchvision.transforms as transforms import torchvision.utils as vutils import numpy as np import matplotlib.pyplot as plt import rando...

Deep Convolutional GAN for Anime Portrait Synthesis

DCGAN extends the foundational GAN architecture by replacing fully-connected layers with convolutional operations, enabling more stable training for high-resolution image generation. The generator utilizes transposed convolutions to upsample latent vectors into RGB images, while the discriminator em...