diff --git a/README.md b/README.md
index 8acafd76..a31edfc1 100644
--- a/README.md
+++ b/README.md
@@ -1,11 +1,13 @@
-# Easy Diffusion 2.5
+# Easy Diffusion 3.0
### The easiest way to install and use [Stable Diffusion](https://github.com/CompVis/stable-diffusion) on your computer.
Does not require technical knowledge, does not require pre-installed software. 1-click install, powerful features, friendly community.
[Installation guide](#installation) | [Troubleshooting guide](https://github.com/easydiffusion/easydiffusion/wiki/Troubleshooting) | [](https://discord.com/invite/u9yhsFmEkB) (for support queries, and development discussions)
-
+---
+
+
# Installation
Click the download button for your operating system:
@@ -59,17 +61,19 @@ Just delete the `EasyDiffusion` folder to uninstall all the downloaded packages.
- **UI Themes**: Customize the program to your liking.
- **Searchable models dropdown**: organize your models into sub-folders, and search through them in the UI.
-### Image generation
-- **Supports**: "*Text to Image*" and "*Image to Image*".
-- **21 Samplers**: `ddim`, `plms`, `heun`, `euler`, `euler_a`, `dpm2`, `dpm2_a`, `lms`, `dpm_solver_stability`, `dpmpp_2s_a`, `dpmpp_2m`, `dpmpp_sde`, `dpm_fast`, `dpm_adaptive`, `ddpm`, `deis`, `unipc_snr`, `unipc_tu`, `unipc_tq`, `unipc_snr_2`, `unipc_tu_2`.
-- **In-Painting**: Specify areas of your image to paint into.
+### Powerful image generation
+- **Supports**: "*Text to Image*", "*Image to Image*" and "*InPainting*"
+- **ControlNet**: For advanced control over the image, e.g. by setting the pose or drawing the outline for the AI to fill in.
+- **16 Samplers**: `PLMS`, `DDIM`, `DEIS`, `Heun`, `Euler`, `Euler Ancestral`, `DPM2`, `DPM2 Ancestral`, `LMS`, `DPM Solver`, `DPM++ 2s Ancestral`, `DPM++ 2m`, `DPM++ 2m SDE`, `DPM++ SDE`, `DDPM`, `UniPC`.
+- **Stable Diffusion XL and 2.1**: Generate higher-quality images using the latest Stable Diffusion XL models.
+- **Textual Inversion Embeddings**: For guiding the AI strongly towards a particular concept.
- **Simple Drawing Tool**: Draw basic images to guide the AI, without needing an external drawing program.
- **Face Correction (GFPGAN)**
- **Upscaling (RealESRGAN)**
-- **Loopback**: Use the output image as the input image for the next img2img task.
+- **Loopback**: Use the output image as the input image for the next image task.
- **Negative Prompt**: Specify aspects of the image to *remove*.
-- **Attention/Emphasis**: () in the prompt increases the model's attention to enclosed words, and [] decreases it.
-- **Weighted Prompts**: Use weights for specific words in your prompt to change their importance, e.g. `red:2.4 dragon:1.2`.
+- **Attention/Emphasis**: `+` in the prompt increases the model's attention to enclosed words, and `-` decreases it. E.g. `apple++ falling from a tree`.
+- **Weighted Prompts**: Use weights for specific words in your prompt to change their importance, e.g. `(red)2.4 (dragon)1.2`.
- **Prompt Matrix**: Quickly create multiple variations of your prompt, e.g. `a photograph of an astronaut riding a horse | illustration | cinematic lighting`.
- **Prompt Set**: Quickly create multiple variations of your prompt, e.g. `a photograph of an astronaut on the {moon,earth}`
- **1-click Upscale/Face Correction**: Upscale or correct an image after it has been generated.
@@ -79,10 +83,11 @@ Just delete the `EasyDiffusion` folder to uninstall all the downloaded packages.
### Advanced features
- **Custom Models**: Use your own `.ckpt` or `.safetensors` file, by placing it inside the `models/stable-diffusion` folder!
-- **Stable Diffusion 2.1 support**
+- **Stable Diffusion XL and 2.1 support**
- **Merge Models**
- **Use custom VAE models**
-- **Use pre-trained Hypernetworks**
+- **Textual Inversion Embeddings**
+- **ControlNet**
- **Use custom GFPGAN models**
- **UI Plugins**: Choose from a growing list of [community-generated UI plugins](https://github.com/easydiffusion/easydiffusion/wiki/UI-Plugins), or write your own plugin to add features to the project!
@@ -100,18 +105,8 @@ Just delete the `EasyDiffusion` folder to uninstall all the downloaded packages.
----
-## Easy for new users:
-
-
-
-## Powerful features for advanced users:
-
-
-
-## Live Preview
-Useful for judging (and stopping) an image quickly, without waiting for it to finish rendering.
-
-
+## Easy for new users, powerful features for advanced users:
+
## Task Queue
@@ -125,12 +120,6 @@ Please refer to our [guide](https://github.com/easydiffusion/easydiffusion/wiki/
# Bugs reports and code contributions welcome
If there are any problems or suggestions, please feel free to ask on the [discord server](https://discord.com/invite/u9yhsFmEkB) or [file an issue](https://github.com/easydiffusion/easydiffusion/issues).
-We could really use help on these aspects (click to view tasks that need your help):
-* [User Interface](https://github.com/users/cmdr2/projects/1/views/1)
-* [Engine](https://github.com/users/cmdr2/projects/3/views/1)
-* [Installer](https://github.com/users/cmdr2/projects/4/views/1)
-* [Documentation](https://github.com/users/cmdr2/projects/5/views/1)
-
If you have any code contributions in mind, please feel free to say Hi to us on the [discord server](https://discord.com/invite/u9yhsFmEkB). We use the Discord server for development-related discussions, and for helping users.
# Credits