diff --git a/pages/ai.image.processing.md b/pages/ai.image.processing.md
index 56994d7..b6a9879 100644
--- a/pages/ai.image.processing.md
+++ b/pages/ai.image.processing.md
@@ -8,6 +8,10 @@
 
 ## Video
 ### upscale
+#### Upscale-A-Video !!!!
+- https://github.com/sczhou/Upscale-A-Video
+- https://www.maginative.com/article/upscale-a-video-is-a-new-ai-model-for-real-world-video-super-resolution/
+- 
 #### topaz - commercial
 - gaia CG 
 	- VEDE
diff --git a/pages/audio.datasets.md b/pages/audio.datasets.md
index b7020d7..4dae652 100644
--- a/pages/audio.datasets.md
+++ b/pages/audio.datasets.md
@@ -1,6 +1,9 @@
 # audio.datasets
 
-- 
+- https://towardsdatascience.com/a-data-lakes-worth-of-audio-datasets-b45b88cd4ad
+
+
+
 - https://www.sciencedirect.com/science/article/pii/S2352340922001421
 - https://homepages.tuni.fi/toni.heittola/datasets !!!
 - https://github.com/jim-schwoebel/voice_datasets