This is not something difficult. However, I didn't find this after browsing hundreds of webpages.

It is simply$fid/picture. The $fid is the facebook id.
The usage is simply < img src="$fid/picture" />

After several hours of searching, I finally saw this at  I just wrote it here and hope someone will see this when they are looking for it like what I did today.