WordPress gallery page with title AND descriptions?

I need to create a page template for wordpress that will allow a user to upload images onto the page easily, like the native upload I suppose. Then be able to render the images on the page like this picture shows. Simple 3 columns, with image, then title and description under it. The images can just be static even, dont need to link or lightbox out.
Any thoughts on how I can do this?
Thank you.

_{(source: skitch.com)}