diff --git a/README.md b/README.md
index 0f825ba..e1763bb 100644
--- a/README.md
+++ b/README.md
@@ -68,11 +68,22 @@ Note that we use 216\*384 images for training, which has aspect ratio of 1:2. Du
 
 ## Colorization results
 
+<figure>
 <img src='assets/sample1.png'/>
+<figcaption>comparison with state-of-the-arts</figcaption>
+</figure>
 
+<figure>
 <img src='assets/sample2.png'/>
+<figcaption>More colorization results</figcaption>
+</figure>
 
+<figure>
 <img src='assets/sample3.png'/>
+<figcaption>More colorization results</figcaption>
+</figure>
+
+:star: Please check our [Youtube demo](https://youtu.be/HXWR5h5vVYI) for results of video colorization.
 
 <!-- ## TODO