diff --git a/README.md b/README.md
index 6534d87fc1..97ceb82272 100644
--- a/README.md
+++ b/README.md
@@ -1,19 +1,23 @@
-# Stable Diffusion Dream Script
+
Stable Diffusion Dream Script
+
+
+
+
This is a fork of CompVis/stable-diffusion, the wonderful open source
text-to-image generator. This fork supports:
1. An interactive command-line interface that accepts the same prompt
-and switches as the Discord bot.
+ and switches as the Discord bot.
2. Support for img2img in which you provide a seed image to build on
-top of.
+ top of.
3. A basic Web interface that allows you to run a local web server for
-generating images in your browser.
+ generating images in your browser.
4. Upscaling and face fixing using the optional ESRGAN and GFPGAN
-packages.
+ packages.
5. Weighted subprompts for prompt tuning.
@@ -158,8 +162,7 @@ default to 0.75.
`-G : `
This prompt argument controls the strength of the face restoration
-that is being applied. Similar to upscaling, values between `0.5 to
-0.8` are recommended.
+that is being applied. Similar to upscaling, values between `0.5 to 0.8` are recommended.
You can use either one or both without any conflicts. In cases where
you use both, the image will be first upscaled and then the face
@@ -214,7 +217,7 @@ Output example:
## Barebones Web Server
As of version 1.10, this distribution comes with a bare bones web
-server (see screenshot). To use it, run the *dream.py* script by
+server (see screenshot). To use it, run the _dream.py_ script by
adding the **--web** option.
```
@@ -365,6 +368,7 @@ repository and associated paper for details and limitations.
## Changes
- v1.13 (in process)
+
- Supports a Google Colab notebook for a standalone server running on Google hardware [Arturo Mendivil](https://github.com/artmen1516)
- WebUI supports GFPGAN/ESRGAN facial reconstruction and upscaling [Kevin Gibbons](https://github.com/bakkot)
- WebUI supports incremental display of in-progress images during generation [Kevin Gibbons](https://github.com/bakkot)
@@ -378,7 +382,7 @@ repository and associated paper for details and limitations.
- Improved file handling, including ability to read prompts from standard input.
(kudos to [Yunsaki](https://github.com/yunsaki)
- The web server is now integrated with the dream.py script. Invoke by adding --web to
- the dream.py command arguments.
+ the dream.py command arguments.
- Face restoration and upscaling via GFPGAN and Real-ESGAN are now automatically
enabled if the GFPGAN directory is located as a sibling to Stable Diffusion.
VRAM requirements are modestly reduced. Thanks to both [Blessedcoolant](https://github.com/blessedcoolant) and
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