Update README.md

README.md

@@ -14,12 +14,12 @@ pinned: false
 
 In this organization, you can find some utilities and models the diffusers team has made for you 🫶 
 
-## 🆕 SDXL ControlNets
+## 🆕 SDXL ControlNets 
 The `diffusers` team is training ControlNets for Stable Diffusion XL
 
-### Small sized ControlNets
+### Small sized ControlNets 🤏
 
-We are experimenting with training smaller ControlNets 🤏 that can still retain their control capabilities! This is the [training script used](https://github.com/huggingface/diffusers/blob/7b93c2a882d8e12209fbaeffa51ee2b599ab5349/examples/research_projects/controlnet/train_controlnet_webdataset.py).
+We are experimenting with training smaller ControlNets that can still retain their control capabilities! This is the [training script used](https://github.com/huggingface/diffusers/blob/7b93c2a882d8e12209fbaeffa51ee2b599ab5349/examples/research_projects/controlnet/train_controlnet_webdataset.py).
 Please check the models released, and consider giving us feedback on our [Discord server](https://t.co/1n75wi976V?amp=1):
 
 | ControlNet                             | Size in fp16  |
@@ -29,7 +29,7 @@ Please check the models released, and consider giving us feedback on our [Discor
 | [`controlnet-depth-sdxl-1.0-small`](https://huggingface.co/diffusers/controlnet-depth-sdxl-1.0-small) | 320MB         |
 | [`controlnet-depth-sdxl-1.0-mid`](https://huggingface.co/diffusers/controlnet-depth-sdxl-1.0-mid) | 545MB         |
 
-### Full sized ControlNets
+### Full sized ControlNets 💪
 
 The team has also trained full sized ControlNets - as big as the SDXL model (5GB in fp32). We have provided a [ControlNet training script and guide here](https://github.com/huggingface/diffusers/blob/main/examples/controlnet/README_sdxl.md)
 
@@ -38,7 +38,7 @@ The team has also trained full sized ControlNets - as big as the SDXL model (5GB
 | [`controlnet-canny-sdxl-1.0`](https://huggingface.co/diffusers/controlnet-canny-sdxl-1.0) |
 | [`controlnet-depth-sdxl-1.0`](https://huggingface.co/diffusers/controlnet-depth-sdxl-1.0) |
 
-### Utilities
+### Utilities 🔧
 - [Convert Stable Diffusion XL weights to `diffusers` format](https://huggingface.co/spaces/diffusers/sdxl-to-diffusers)
 - [Convert Stable Diffusion weights to `diffusers` format](https://huggingface.co/spaces/diffusers/sd-to-diffusers)
 - [Convert diffusers models to `safetensors` format](https://huggingface.co/spaces/diffusers/convert)