<img src="./dalle2.png" width="450px"></img>

## DALL-E 2 - Pytorch (wip)

Implementation of <a href="https://openai.com/dall-e-2/">DALL-E 2</a>, OpenAI's updated text-to-image synthesis neural network, in Pytorch

This is SOTA for text-to-image now, but probably not for long.

It may also explore an extension of using latent diffusion in the decoder

## Citations

```bibtex
@misc{ramesh2022,
    title   = {Hierarchical Text-Conditional Image Generation with CLIP Latents}, 
    author  = {Aditya Ramesh et al},
    year    = {2022}
}
```

```bibtex
@misc{rombach2021highresolution,
    title   = {High-Resolution Image Synthesis with Latent Diffusion Models}, 
    author  = {Robin Rombach and Andreas Blattmann and Dominik Lorenz and Patrick Esser and Björn Ommer},
    year    = {2021},
    eprint  = {2112.10752},
    archivePrefix = {arXiv},
    primaryClass = {cs.CV}
}
```