How to get captions below each image.

Hello, I've been reading and reading and still can't figure out how to display caption for each image. The documentation is vague or incomplete.
I want each caption appear under every image w/o having to click on the "i" icon on the top right corner. Per your documentation, I have Title and Alt tags enabled. When I click on the i icon, the title tag appears on the top left corner. But the Alt tag content - where is that supposed to appear? Is it supposed to appear at the bottom of the image? Here's my results so far: http://leadinc.no/drupal7/Tempo_project_in_Husnes_Kvinnherad_Norway
I would like something like this http://www.jjohanson.com/galleria/1/ Captions appear below image automatically; no "i" icon to click.

Here's what the documentation says. It refers to both Title tag and Alt tag but doesn't say which is supposed to appear where.

5. Frequently Asked Questions (FAQ)
-----------------------------------

Q: How can I add titles/descriptions to my images?
A: If you want to display a caption above your images within the Galleria check the "Enable Title field" and/or
"Enable Alt field" (for descriptions) on the create/edit form of your image field (reachable on the "Manage Fields"
tab of your content type.
After you have uploaded an image you can now enter the caption/title on the corresponding image right under
the file upload widget.