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image generation has truly come a long way in the past two years recently papers are leveraging the power of diffusion models to generate truly realistic images this work dali 2 has been going rounds in social media the paper actually refers to the work as unclip as the model converts the text embeddings of the click model back into images the results are mind-blowing so i sat down with this paper to understand whatamp;#39;s going on and what has been done to achieve such impressive results the paper comes from open ai and dali 2 seems to be a combination of two networks namely a prior and a decoder network somewhat like a encoder decoder architecture so letamp;#39;s dive deeper into dali 2 look at the model architecture and the results presented contrastive language image pre-training also known as clip learns the pairing between an input image and the text snippets such that given an image it predicts which one of the output in a set of thousands of randomly sample