Transit visa from Dubai to Philippines

Hi. I am a Philippine passport holder traveling from Dubai to Philippines with a layover of 19 hours in Guangzhou and I really wanted to get out of the airport and see the beauty of Guangzhou. Do I still need to get a transit visa in the embassy of China so that I can get out of the airport? Thank you so much.