diff --git a/pages/ai.image.processing.md b/pages/ai.image.processing.md
index 6bffc2a..1effe0d 100644
--- a/pages/ai.image.processing.md
+++ b/pages/ai.image.processing.md
@@ -25,12 +25,17 @@
 ### Unsorted
 -  https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life
 -  https://github.com/eugenesiow/super-image
-- waifu2x
-- https://github.com/IBM/MAX-Image-Resolution-Enhancer
+
+
 - https://github.com/kritiksoman/GIMP-ML [[tools.gimp]]
 
-### Upscale
-....
+### upscale
+- online
+	- https://huggingface.co/spaces/akhaliq/Real-ESRGAN
+- offline
+	- waifu2x
+	- https://github.com/IBM/MAX-Image-Resolution-Enhancer
+
 ### Expansion
 - https://www.reddit.com/r/bigsleep/comments/vtqbzt/colab_notebook_edalle_image_expander_expands_an/
 
@@ -40,9 +45,7 @@
 ### face restoration/generation
 - https://huggingface.co/spaces/akhaliq/GFPGAN
 
-### upscale
-- online
-	- https://huggingface.co/spaces/akhaliq/Real-ESRGAN
+
 
 ## style transfer
 ### online