Update readme

README.md

@@ -1,7 +1,7 @@
 ---
 language: 
   - en
-thumbnail: "https://huggingface.co/yehiaserag/anime-pencil-deffusion/resolve/main/example-v2.jpg"
+thumbnail: "https://huggingface.co/yehiaserag/anime-pencil-deffusion/resolve/main/example-v3.jpg"
 tags:
 - anime
 - stable-diffusion
@@ -15,10 +15,17 @@ A dreambooth finetune of stable diffusion 1.5 model that will output stuff in an
 # Usage
 Keep the words `anime pencil concept style` towards the beginning of your prompt to invoke the finetuned style.
 
-# V2 Currently uploading please wait
+# V3 upload in progress
+
+## Anime-Pencil-Diffusion-V3
+Trained for 12000 steps, constant learning rate of 0.0000005 on 80 images with 1000 images of `illustration style` for regularization
+
+### Examples generated by the v3 model
+<img src="https://huggingface.co/yehiaserag/anime-pencil-deffusion/resolve/main/example-v3.jpg"/>
+
 
 ## Anime-Pencil-Diffusion-V2
-Trained for 4000 steps, constant learning rate of 0.00000172 on 40 iamges with 1000 images of `illustration style` for regularization
+Trained for 4000 steps, constant learning rate of 0.00000172 on 40 images with 1000 images of `illustration style` for regularization
 
 ### Examples generated by the v2 model
 <img src="https://huggingface.co/yehiaserag/anime-pencil-deffusion/resolve/main/example-v2.jpg"/>
@@ -38,3 +45,4 @@ Trained on 2400 steps, constant learning rate of 0.00000172 on 16 images with 10
 - If you are feeling especially generous, you can sponsor me on [paypal](https://paypal.me/YehiaSerag)
 ---
 *NOTE: usage of this model implies accpetance of stable diffusion's [CreativeML Open RAIL-M license](LICENSE)*
+