diff --git a/README.md b/README.md
index 34c0058..6f9e67a 100644
--- a/README.md
+++ b/README.md
@@ -8,9 +8,11 @@
1. [Colab Demo](https://colab.research.google.com/drive/1sVsoBd9AjckIXThgtZhGrHRfFI6UUYOo) for Real-ESRGAN .
2. [Portable Windows executable file](https://github.com/xinntao/Real-ESRGAN/releases). You can find more information [here](#Portable-executable-files).
-Real-ESRGAN aims for **Practical Image Restoration**.
+Real-ESRGAN aims at developing **Practical Algorithms for General Image Restoration**.
We extend the powerful ESRGAN to a practical restoration application (namely, Real-ESRGAN), which is trained with pure synthetic data.
+:triangular_flag_on_post: The training codes have been released. A detailed guide will be provided later (on July 25th). Note that the codes have a lot of refactoring from our developed codes. So there may be some bugs/performance drops. Welcome to report issues and I wil also retrain the models.
+
### :book: Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data
> [[Paper](https://arxiv.org/abs/2107.10833)] [Project Page] [Demo]
@@ -22,14 +24,26 @@ We extend the powerful ESRGAN to a practical restoration application (namely, Re