Philippine and permanent live in Japan. I want to travel via Guangzhou

I am a filipina married with Japanese and I am already permanent resident. I'll travel to Singapore by Guangzhou in China Southern Airline.and we have a stop over in china for 3hrs. just want to know if i need a visa?thanks a lot.