GAN Models Study

ChatGPT is not all you need. A State of the Art Review of large Generative AI models

• DALLE-2 model - text to 3D images,
• ChatGPT - texts to code
• Flamingo model - texts to video
• Phenaki model - texts to audio

• DALL·E 2, created by OpenAI, is able to generate original, genuine and realistic images and art from a prompt consisting on a text description
• Imagen is a text-to-image diffusion model [17] consisting on large transformer language models
• Stable Diffusion : Stable Diffusion is a latent-diffusion model that is opensource and has been developed by the CompVis group at LMU Munich

Models Timeline

Transformer-Based GAN for New Hairstyle Generative Networks

Generator

• Resnet50
• Downsampling - Strided convolution
• Residual blocks - Do not change width or height of activation map
• Downsampling - Dialted Convolution

Discriminator

• Pixel Exact Images
• Multihead self attention
• Multi-Head Attention

UNETGAN

MagGAN

MaskGAN

LOHO

Flickr-Faces-HQ Dataset (FFHQ)

huggan/CelebA-HQ

Keep Exploring!!!