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hello today Iamp;#39;m talking to Daria and Misha of deployed deployed is part of stability Ai and has previously released a model called if which is what weamp;#39;re talking about today if is an open source replication of Imagine which is a model out of Google research and has been presented in this paper right here photorealistic text to image diffusion models with deep language understanding so this model the if model is different in that it does not go to a latent space like stable diffusion but it operates directly on Pixel space so the diffusion process is happening on Pixel space and then it works with up Samplers at the end weamp;#39;re talking today a little bit about how everything came to be how everything fits together but the model is really cool and if you go look up examples out of this the Productions of the model are very very performant of course now we have bigger models coming out every every day but given the time it was developed and you know the size of the m