Update README.md

Author: FilippoMB

README.md

@@ -10,7 +10,7 @@ To start using Stable Diffusion, you first need to create an account on [Huggin'
 If you don't have a GPU server to run the model, you can try out Stable Diffusion using one of the Colab notebooks below.
 
 - Text to image [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1MyESLsR8D5l_EBqumwxL0eMzNmd3uqs6?usp=sharing)
-- Image to image [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1zjr9n60q3G8Qd87WG3ZnjDgI-D1YBCbG?usp=sharing)
+- Image to image [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1zjr9n60q3G8Qd87WG3ZnjDgI-D1YBCbG?usp=sharing) (currently not working)
 
 
 ## 2. Prompt engineering guide
@@ -50,18 +50,20 @@ To see more examples of prompts and get inspirations, check [here](https://lexic
 ## 3. Resources
 
 **Repositories**
-- A browser interface based on Gradio library for Stable Diffusion - [Github](https://github.com/AUTOMATIC1111/stable-diffusion-webui).
+- A web-interface with tons of advanced features that runs locally - [Github](https://github.com/AUTOMATIC1111/stable-diffusion-webui).
 
-**Colab notebooks**
+**Colab notebooks (demo)**
+- text2img and img2img with advanced features [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1AfAmwLMd_Vx33O9IwY2TmO9wKZ8ABRRa)
+- Generate video animations [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deforum/stable-diffusion/blob/main/Deforum_Stable_Diffusion.ipynb) (you need to download the weights from [here](https://huggingface.co/CompVis/stable-diffusion-v-1-4-original) and upload them to your Google Drive)
+- Find prompts with the interrogator [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/pharmapsychotic/clip-interrogator/blob/main/clip_interrogator.ipynb?authuser=0&pli=1#scrollTo=rbDEMDGJrJEo)
+- Stable Diffusion in Tensorflow/Keras [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1zVTa4mLeM_w44WaFwl7utTaa6JcaH1zK)
+- Image2Image pipeline for Stable Diffusion [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/patil-suraj/Notebooks/blob/master/image_2_image_using_diffusers.ipynb)
+
+**Colab notebooks (tutorials)**
 - Introduction to diffusers 🧨, the Hugging Face 🤗 library for diffusion models [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/diffusers_intro.ipynb)
 - Introduction to Stable Diffusion with diffusers 🧨 [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/stable_diffusion.ipynb)
 - Training a diffusion model with diffusers 🧨 [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/gist/anton-l/f3a8206dae4125b93f05b1f5f703191d/diffusers_training_example.ipynb#scrollTo=smJeP67bF0yj)
-- Image2Image pipeline for Stable Diffusion [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/patil-suraj/Notebooks/blob/master/image_2_image_using_diffusers.ipynb)
 - Denoising Diffusion Implicit Models in Tensorflow/Keras [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/keras-team/keras-io/blob/master/examples/generative/ipynb/ddim.ipynb)
-- Stable Diffusion in Tensorflow/Keras [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1zVTa4mLeM_w44WaFwl7utTaa6JcaH1zK)
-- Find prompts with the interrogator [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/pharmapsychotic/clip-interrogator/blob/main/clip_interrogator.ipynb?authuser=0&pli=1#scrollTo=rbDEMDGJrJEo)
-- Generate video animations [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deforum/stable-diffusion/blob/main/Deforum_Stable_Diffusion.ipynb) (you need to download the weights from [here](https://huggingface.co/CompVis/stable-diffusion-v-1-4-original) and upload them to your Google Drive)
-
 
 
 **Blogs**
@@ -74,4 +76,4 @@ To see more examples of prompts and get inspirations, check [here](https://lexic
 
 - [[2](https://arxiv.org/abs/2006.11239)] Ho, Jonathan, Ajay Jain, and Pieter Abbeel. "Denoising diffusion probabilistic models." Advances in Neural Information Processing Systems, 2020.
 
-- [[3](https://arxiv.org/abs/1907.05600)] Song, Yang, and Stefano Ermon. "Generative modeling by estimating gradients of the data distribution." Advances in Neural Information Processing Systems, 2019.
+- [[3](https://arxiv.org/abs/1907.05600)] Song, Yang, and Stefano Ermon. "Generative modeling by estimating gradients of the data distribution." Advances in Neural Information Processing Systems, 2019.