Paper Lineage
Esc

Discrete & generative image models

Image tokenisers and models that generate images.

Concepts in Discrete & generative image models
ConceptIntroduced byYearsPapers
Discrete visual tokens (VQ-VAE)
Compress images into a vocabulary of discrete codes so Transformers can model them like text.
VQ-VAE2017–20225
Autoregressive text-to-image Transformer
Model text and image tokens as one stream and sample images from text.
DALL·E2021–20224
ViT-based image tokenizer
A ViT-based VQGAN gives better image tokens for autoregressive image modelling.
ViT-VQGAN2021–20221