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# CSE5519 Advances in Computer Vision (Topic D: 2021 and before: Image and Video Generation)
## High-Resolution Image Synthesis with Latent Diffusion Models.
[link to the paper](https://openaccess.thecvf.com/content/CVPR2022/papers/Rombach_High-Resolution_Image_Synthesis_With_Latent_Diffusion_Models_CVPR_2022_paper.pdf)
Image synthesis in high resolution.
### Novelty in Latent Diffusion Models
#### Transformer encoder for LDMs
use cross-attention to integrate the text embedding into the latent space.