Yes you will. So long as your yearly salary is decent and you have a down payment.
Easiest method to find out of you qualify is to go to your bank and ask them to pre-approve you. You do not have to use your bank for your loan, you can use any bank... but it is free if you go to your bank. You may want to try and pay off those 2 collections though.