Update README.md

README.md

@@ -79,7 +79,7 @@ i2imodel.inference(prompt="A fantasy landscape, trending on artstation", image=d
 
 
 
-## environment
+## Environment
 
 - hardware: Nvidia Ampere architecture (A100) or compatable
 - docker image avaible: https://hub.docker.com/r/bigmoyan/lyra_aigc/tags
@@ -87,17 +87,17 @@ i2imodel.inference(prompt="A fantasy landscape, trending on artstation", image=d
 docker pull bigmoyan/lyra_aigc:v0.1
 ```
 
-## citation
+## Citation
 ``` bibtex
 @Misc{xFormers2022,
-  author =       {Bin Wu, Kangjian Wu, Zhengtao Wang},
-  title =        {LyraSD},
+  author =       {Kangjian Wu, Zhengtao Wang, Bin Wu},
+  title =        {LyraSD: Accelerating Stable Diffusion by 10x+},
   howpublished = {\url{https://huggingface.co/TMElyralab/lyraSD}},
   year =         {2023}
 }
 ```
 
-## report bug
+## Report bug
 - start a discussion to report any bugs!--> https://huggingface.co/TMElyralab/lyraSD/discussions
 - report bug with a `[bug]` mark in the title.