You can visit Dubai on a tourist visa through Emirates Airlines Travel Package from here. If you've been to Dubai earlier, can get a visa on arrival there as they would have your record with them in their system. In both cases you wont have to go back to Philippines.
Wait for some more replies as well to have opinions from other fellow QLers.