Is there any way to know how much memory current web page is using in Firefox?
Try the Net tab on Firebug (Firefox Extension). You can see each individual file and its size.
There's a problem of definition in this question, which is common to many questions about "how much memory".
Suppose I have only your page open. Arguably then, all the memory consumed by the browser is for your page, since if I wasn't looking at that I could close the browser and free up all the memory it uses.
On the other hand, consider if I have a dozen similar pages (e.g. pages from the same part of the same site but just with slightly different content) open in tabs. In this case there's a lot of data which the browser could share (and all the popular ones do) between the pages - such as image files, external javascript and CSS, thus reducing the per-page memory usage.
So any certain answer will be predicated on a lot of assumptions.