I have a 2007 Accord SE 4-cylinder, similar miles, and I haven't had your problem, however I recently changed may oil and noticed something that may be related.
The oil change spec is 4.4 US qts w/ filter change. When I changed oil w/ that replacement amount, I was down to the add oil mark on...