Update README.md

README.md

@@ -19,32 +19,26 @@
 3DKX V2 is a model that was trained on highly detailed 3D rendered pictures of various subjects such as landscapes, scenes, models, textures, and more. 
 Our aim is to provide a useful tool that can produce consistent and high-resolution renders for creative purposes such as storyboarding, sketching, templates, wallpapers, and more.
 
-- **Created By:** [Unvail ai]
-- **Language(s) (NLP):** [English]
-- **License:** [creativeml-openrail-m]
-- **Finetuned from model [SimpMaker 3k3]
+- **Created By:** Unvail ai
+- **Language(s) (NLP):** English
+- **License:** creativeml-openrail-m
+- **Finetuned from model:** SimpMaker 3k3
 
 
 # Uses
 
 <!-- 3DKX is a model that was trained on highly detailed 3D rendered pictures of various subjects such as landscapes, scenes, models, textures, and more. 
 Our aim is to provide a useful tool that can produce consistent and high-resolution renders for creative purposes such as storyboarding, sketching, templates, wallpapers, and more. -->
-•	3D renders, cartoony or realistic
-•	Landscapes
-•	Scenery
-•	Fantasy, creatures, RPG renders
-•	Portraits
-•	Dramatic scenes, horror, dark, obscure
-
-## Recommendations
-
-<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
-
-Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
+3D renders, cartoony or realistic
+Landscapes
+Scenery
+Fantasy, creatures, RPG renders
+Portraits
+Dramatic scenes, horror, dark, obscure
 
 ## Get started with the model, use our cheat sheet !
 
-Use the code below to get started with the model.
+Use the guide in the link below to get started with the model !
 
 [More Information Needed]
 
@@ -53,8 +47,8 @@ Use the code below to get started with the model.
 ## Training Procedure 
 
 <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
-
-
+Big shoutout to this new code that allowed us to fix the diffusion noise, allowing for more depth, contrast, and white level balance in the outputs.
+https://www.crosslabs.org//blog/diffusion-with-offset-noise
 
 ## Results