Update README.md

README.md

@@ -18,7 +18,10 @@ Model Information:
 - Offline DM: [SD v2.1 base](https://huggingface.co/stabilityai/stable-diffusion-2-1-base)
 - VAE: [TAESD](https://huggingface.co/madebyollin/taesd)
 
-Note that TAESD may produce low-quality images when weight_type is float16. Our image decoder is not compatible with the current version of diffusers, so it will not be provided now.
+The main differences between this model and version 1.0 are in three aspects:
+1. This version employs TAESD, which may produce low-quality images when weight_type is float16. Our image decoder is not compatible with the current version of diffusers, so it will not be provided now..
+2. This version did not perform the LoRA-GAN finetune mentioned in the implementation details section, which make the generated images, which may result in slightly inferior image details.
+3. This version replaces self-attention with cross-attention in the highest resolution stages, which introduces minimal overhead compared to directly removing all Transformer layers.
 
 There is a third-party [Demo](https://huggingface.co/spaces/ameerazam08/SDXS-GPU-Demo) from @ameerazam08. We'll provide an official demo when 1.0 is officially released, which hopefully won't be long.