Add ability to add caption to images

I would like to add captions to an image so that the caption appears under the image like in Wikipedia: http://en.wikipedia.org/wiki/Flora_and_fauna_of_Orissa

I don't see that any of the macros Box or Container is doing the job. Please, correct me if I am wrong.