They are called favicons, I don't know how to add one, but I imagine it depends on whether your blog is personally coded or from a template blog site...
If you can access code:
Put the following in the <head>:
<link rel="shortcut icon" href="http://www.thenameofyoursite.com/favicon.ico">...