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whats up in this video im covering vqgan or taming transformers for high resolution image synthesis paper by patrick esser robin rombach and bjorn omer from heidelberg university so as you can see its all about image synthesis and whats exciting about this paper is they are the first to use transformers and achieve high resolution images as the one you can see here on the screen and the thing about this paper is it directly builds off of vq vae and thats a model that was previously uh developed by deepmind and ive covered in my last video so do check it out if you dont know anything about it but like aside from this paper so aside from vqgan uh dali from open ai also uses uh vqvie as the backbone so thats an important building block currently for these generating models uh and yeah go check that video out okay having said that lets see what this paper is all about so i mentioned transformers and they say here we demonstrate how combining the effectiveness of the inductive bia