diff --git a/README.md b/README.md
index 1810177..46a4fda 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
-# Dreamer-v3 Pytorch
-Pytorch implementation of [Mastering Diverse Domains through World Models](https://arxiv.org/abs/2301.04104v1)
-
-![image_walker_walk](https://user-images.githubusercontent.com/70328564/218313056-c1158a7d-10f3-4052-b19d-6d642ee4850b.gif)
+# dreamerv3-torch
+Pytorch implementation of [Mastering Diverse Domains through World Models](https://arxiv.org/abs/2301.04104v1).\
+Validation is in progress.
+![results](https://user-images.githubusercontent.com/70328564/219830515-263a3630-50d8-4c6e-83ad-571122b3716a.png)
 
 ## Instructions
 Get dependencies:
@@ -16,14 +16,6 @@ Monitor results:
 ```
 tensorboard --logdir $ABSOLUTEPATH_TO_SAVE_LOG
 ```
-## Evaluation Results
-work-in-progress
-
-![Fig](https://user-images.githubusercontent.com/70328564/218313252-3d42193a-a7c4-4fd1-bd0a-df4f4f5787d5.png)
-
-## Awesome Environments used for testing:
-- Deepmind control suite: https://github.com/deepmind/dm_control
-- will be added soon
 
 ## Acknowledgments
 This code is heavily inspired by the following works: