1. Highlight the picture and click "Add Text"
2. Enter a caption and Description for the image and click OK.
3. You can view the changes by just hovering the mouse on the picture.
(Note: For Caption to be displayed on your website, make sure the option is selected.
Check FAQ: Photo Gallery Settings.)